VAST Challenge 2021 MC2

R Visualization Interactive Charts

To visualize & analyze card usage and car movement data with the employee disappearance incident

LIU Yangguang https://www.linkedin.com/in/ygliu/ (School of Computing and Information Systems, Singapore Management)
07-23-2021

Background

This study is based on the Mini-Challenge 2 of the VAST Challenge 2021. In a fiction scenario, there is a natural gas company named “GASTech” operating in the island country if Kronos. The GASTech didn’t do well in environment stewardship. And after an company IPO celebration in January 2014, several employees of GASTech went missing. An environment organization is suspected in the disappearance.

Many of the Abila, Kronos-based employees of GAStech have company cars which are approved for both personal and business use. And the others who don’t have company cars can check and use company trucks for business use. The GPS tracking data of these company vehicles is available for the two weeks prior the disappearance.

And the company also provides a loyalty card to employees to give them discounts in the local businesses. And their credit card purchases and loyalty cards usage data are provided. But these data does not have persona information beyond purchases.

Requirement

Use visual analytics to identify which GASTech employees made which purchases and identify suspicious patterns of behavior. Besides, the study must cope with uncertainties that result from missing, conflicting, and imperfect data to make recommendations for further investigation.

Questions

  1. Using just the credit and loyalty card data, identify the most popular locations, and when they are popular. What anomalies do you see? What corrections would you recommend to correct these anomalies? Please limit your answer to 8 images and 300 words.

  2. Add the vehicle data to your analysis of the credit and loyalty card data. How does your assessment of the anomalies in question 1 change based on this new data? What discrepancies between vehicle, credit, and loyalty card data do you find? Please limit your answer to 8 images and 500 words.

  3. Can you infer the owners of each credit card and loyalty card? What is your evidence? Where are there uncertainties in your method? Where are there uncertainties in the data? Please limit your answer to 8 images and 500 words.

  4. Given the data sources provided, identify potential informal or unofficial relationships among GASTech personnel. Provide evidence for these relationships. Please limit your response to 8 images and 500 words.

  5. Do you see evidence of suspicious activity? Identify 1- 10 locations where you believe the suspicious activity is occurring, and why Please limit your response to 10 images and 500 words.

Literature review

The VAST Challenge 2014 has the same scenario with slightly different dataset and questions. The submission repository can be found here.

Various analytic tools were used among the submissions, like JMP, D3 and custom tools. The heatmap and time histograms were useful to represent the numerical value under the combination of one categorical variable and one discrete/categorical variable, such as the usage frequency under different locations and days. Besides, movement line graph with the map background can help to identify and check suspicious activities.

However, almost all graphs were static and readers would find it difficult to explore other parts in graphs which were not specially mentioned by authors. Since the study is displayed on html page, the interactive graphs will be possible. For example, the tooltip function can make every data point to have detailed information without checking the axis or drawing additional graphs. The zoom-in and onclick functions allow readers to check the whole complex graph with too many lines/objects and focus on one part only.

Data Preparation

Data Wrangling

Import packages needed firstly.

The location names contain some special characters, such as “Café”, which are not recognized by utf-8 encoding. Thus, special encoding is used in reading data.

loyalty <- read_csv("data/loyalty_data.csv", locale=locale(encoding ="windows-1252"))
cc <- read_csv("data/cc_data.csv", locale=locale(encoding ="windows-1252"))
car_assignments <- read_csv("data/car-assignments.csv")
gps <- read_csv("data/gps.csv")
Card Usage data

Take a glimpse of credit card data and loyalty card data

knitr::kable(cc[c(0:5),],
             caption = "Credit Card  Usage Data") %>% 
  kableExtra::kable_paper("hover", full_width = F)
Table 1: Credit Card Usage Data
timestamp location price last4ccnum
01/06/2014 07:28 Brew’ve Been Served 11.34 4795
01/06/2014 07:34 Hallowed Grounds 52.22 7108
01/06/2014 07:35 Brew’ve Been Served 8.33 6816
01/06/2014 07:36 Hallowed Grounds 16.72 9617
01/06/2014 07:37 Brew’ve Been Served 4.24 7384
knitr::kable(loyalty[c(0:5),],
             caption = "Loyalty Card  Usage Data") %>% 
  kableExtra::kable_paper("hover", full_width = F)
Table 2: Loyalty Card Usage Data
timestamp location price loyaltynum
01/06/2014 Brew’ve Been Served 4.17 L2247
01/06/2014 Brew’ve Been Served 9.60 L9406
01/06/2014 Hallowed Grounds 16.53 L8328
01/06/2014 Coffee Shack 11.51 L6417
01/06/2014 Hallowed Grounds 12.93 L1107

The timestamp in the credit card usage date (“cc”) contains date and time, while the timestamp in the loyal card usage data (“loyalty”) contains only data. Besides, their data type is string, which will be transformed into datetime type.

And we separate day, hour from the datetime feature.

loyalty$timestamp <- as.Date(loyalty$timestamp, "%m/%d/%Y")
cc$timestamp <- strptime(cc$timestamp, "%m/%d/%Y %H:%M")

loyalty$day <- mday(loyalty$timestamp)
cc$date <- as.Date(cc$timestamp, "%m/%d/%Y %H:%M")
cc$day <- mday(cc$date)
cc$hour <- hour(cc$timestamp)
GPS data
knitr::kable(gps[c(0:5),],
             caption = "GPS Data") %>% 
  kableExtra::kable_paper("hover", full_width = F)
Table 3: GPS Data
Timestamp id lat long
01/06/2014 06:28:01 35 36.07623 24.87469
01/06/2014 06:28:01 35 36.07622 24.87460
01/06/2014 06:28:03 35 36.07621 24.87444
01/06/2014 06:28:05 35 36.07622 24.87425
01/06/2014 06:28:06 35 36.07621 24.87417

The timestamp in the GPS data also need to be transformed.

And the longitude and latitude are rounded into 5 digits. It can avoid the inconsistent/inaccurate GPS data to some extent. And five decimal places implies 1.11 meters accuracy, which is better than 4 or 6 digits (11.1 meter or 0.11 meter accuracy) under this question scenario.

gps$Timestamp <- strptime(gps$Timestamp, "%m/%d/%Y %H:%M:%S")
gps$day <- mday(gps$Timestamp)
### round the gps into 5 digits
gps$lat <- round(gps$lat, digits = 5)
gps$long <- round(gps$long, digits = 5)

In the challenge page, it mentioned that the vehicles are tracked periodically as long as they are moving. Thus, the time gap in the GPS data within one car indicates that this car stopped at current GPS location. Stops correspond to local business locations or other locations. To find these business locations, we excluded out the time gap less than 3 minutes, which might be that the car stopped to wait for traffic light.

# use gps2 to find stop locations
gps2 <- gps
gps2 <- gps2 %>% 
  group_by(id) %>% 
  mutate(end = Timestamp,
         start = lag(Timestamp, default = first(Timestamp),
                   order_by = Timestamp),
         diff_mins = (end - start)/60) %>% 
  mutate(stop = ifelse(diff_mins >= 3, TRUE, FALSE)) %>% 
  filter(stop == TRUE) %>% 
  ungroup()
# rearrange useful features
gps2_stop <- gps2[c(7,6,2,3,4,8,5)]

gps2_stop_sf <- st_as_sf(gps2_stop,
                         coords = c("long", "lat"), # combine the lo, la
                         crs = 4326) # 4326 is wgs84 Geographic Coordinate System

Besides, we need to draw the car movement path on the map. It requires the GPS data to be coordinate formats and one path is actually one line string with multiple GPS points.

# convert values from numerical to factor data type
gps$day <- as.factor(gps$day)
gps$id <- as_factor(gps$id)

gps_sf <- st_as_sf(gps,
                   coords = c("long", "lat"),
                   crs = 4326)
# group car paths
gps_path <- gps_sf %>%
  group_by(id, day) %>%
  summarize(m =mean(Timestamp),
            do_union=FALSE) %>%
  st_cast("LINESTRING")

QGIS

The tourist map provided is not georeferenced. And QGIS can help to georeference an image with the ESRI shapefiles (geospatial vector data) of the city.

The process includes:

  1. load JPG tourist map and shp road map
  2. create several referencing points between two maps
  3. start georeferencing maps and check the correspondence

After the process, we will get a tif file which is a combination of tourist map and georeferenced. road map. Then we can plot car movements line with longitude and latitude data on the map.

we need to import the tif file generated by QGIS and display the map.

bgmap <- raster("data/Geospatial/MC2-tourist.tif")

Visualization and Insights

To identify popularity, we can calculate the card usage frequency and amount in every locations of different days and hours.

Firstly, let’s plot the frequency of cards in the 14 days. We need to calculate the card usage frequency in different days, convert into data frame, draw their heatmaps and plot together.

Q1-Fig1
# calculate the frequency data frame of credit and loyalty card usage
cc_freq_day <- as.data.frame(xtabs(~location+day, data = cc))
loyalty_freq_day <- as.data.frame(xtabs(~location+day, data = loyalty))

# join the two frequency data frame
freq_day_join <- full_join(cc_freq_day,loyalty_freq_day,by= c("location","day"))
names(freq_day_join) <- c("location","day","CC_Freq","Loyalty_Freq")
# transfer from factors to numeric with original values
freq_day_join$day <- as.numeric(levels(freq_day_join$day))[freq_day_join$day]
# plot the heatmap of credit card usage frequency 
p1 <- ggplot(freq_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=CC_Freq))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())
# plot the heatmap of loyalty card usage frequency 
p2 <- ggplot(freq_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=Loyalty_Freq))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())
# convert static graph into interactive
plotly::subplot(ggplotly(p1),
                ggplotly(p2),
                shareY = TRUE) %>% 
  layout(
    title = list(
      text = "Daily Frequency of Credit (left) and Loyalty (right) Card Usage",
      xanchor = "center"),
    font = list(size = 12))

(#fig:q1f1 )Daily Frequency of Credit (left) and Loyalty (right) Card Usage

From the card usage frequency (or consumption frequency), we can easily identify that “Katerina’s Café”, “Hippokampos” and “Brew’ve Been Served” are the most popular with almost all squares in deeper color, where the daily consumption frequency is above 10. “Hallowed Grounds” and “Guy’s Gyros” are slightly less popular.

Besides, we can find that “Brew’ve Been Served” and “Hallowed Grounds” are popular every day except weekends (day 11-12, 18-19). The frequency are 0 on weekends, which might because the location is closed on weekends. It’s the same to “Hallowed Grounds”.

On weekends, “Katerina’s Café” and “Hippokampos” are the most popular while other locations might be closed or less consumption these days.

As for anomalies, we can see there is one white line in the graph for loyalty card, corresponding to “Daily Dealz”. This location only have one credit card consumption record on day 13 and no loyalty card record among the two weeks.

The daily frequencies are the same between “Maximum Iron and Steel” and “Kronos Pipe and Irrigation” every day in the two weeks.

To correct these anomalies, we can check the GPS data to make sure who made the only one consumption in “Daily Dealz”. If there were no anomalies after checking, we can just delete this single record in the credit card data. And for the situation between “Maximum Iron and Steel” and “Kronos Pipe and Irrigation”, it’s just coincidence after checking the consumption amount.

Secondly, we can plot the consumption amount instead of frequency. The steps are almost the same.

Q1-Fig2
cc_price_matrix <- tapply(cc$price,cc[,c("location","day")],sum)
cc_price <- reshape2::melt(cc_price_matrix)

loyalty_price_matrix <- tapply(loyalty$price,loyalty[,c("location","day")],sum)
loyalty_price <- reshape2::melt(loyalty_price_matrix)

price_day_join <- full_join(cc_price,loyalty_price,by= c("location","day"))
names(price_day_join) <- c("location","day","Price.","Price")

p1_price <- ggplot(price_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=Price.))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())
p2_price <- ggplot(price_day_join,aes(x=day,y=location))+
  geom_tile(aes(fill=Price))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank())

plotly::subplot(ggplotly(p1_price),
        ggplotly(p2_price),
        shareY = TRUE) %>% 
  layout(
    title = list(text = "Daily Consumption Amount of Credit and Loyalty Card",
                 xanchor = "center"),
    font = list(size = 12))

(#fig:q1f2 )Daily Consumption Amount of Credit and Loyalty Card

The consumption amount differences among locations are much bigger than frequency differences.

Apparently, “Abila Airport” are the place where has the biggest consumption amount. And these consumption occurred on weekdays only.

Besides, “Stewart and Sons Fabrication”, “Nationwide Refinery” and “Abila Airport” also have high consumption amounts on weekdays. All these locations don’t show high frequency values in previous graphs but have very high daily consumption amounts.

And there are many outliers which might be anomalies. For example, “Frydos Autosupply n’ More” had a daily cc consumption amount ($10455.22) in day 13, which is several times as much as those in other days. And the loyalty consumption amount in day 8 at “Nationwide Refinery” is 12554.91.

What’s more, there are many inconsistencies between amounts in the credit card record and loyalty card record. At “Stewart and Sons Fabrication”, the daily amounts from day 13 to day 16 don’t match in two graphs.

To correct these anomalies, we need to check through the car movement data where the consumption amount outliers exist. It’s to see whether there are activities or other gathering to cause the high consumption. As for the inconsistency in amounts, the possible explanations are there might be someone used only one of the two cards or got cashback in the consumption.

Lastly, we change the time unit from days to hours to analyze the popular locations. Only the timestamp of credit card data contains time, so there are no hourly heatmaps for loyalty card usage.

Q1-Fig3
cc_freq_hour <- as.data.frame(xtabs(~location+hour, data = cc))
# convert factor into number
cc_freq_hour$hour <- as.numeric(levels(cc_freq_hour$hour))[cc_freq_hour$hour]

cc_price_hour_matrix <- tapply(cc$price,cc[,c("location","hour")],sum)
cc_price_hour <- reshape2::melt(cc_price_hour_matrix)

cc_hour_join <- full_join(cc_freq_hour, cc_price_hour, by= c("location","hour"))
names(cc_hour_join) <- c("location","hour","Freq","Amount")

p3_freq <- ggplot(cc_hour_join,aes(x=hour,y=location))+
  geom_tile(aes(fill=Freq))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank())

p3_price <- ggplot(cc_hour_join,aes(x=hour,y=location))+
  geom_tile(aes(fill=Amount))+
  scale_fill_gradient(low = "#deeff7", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank())

plotly::subplot(ggplotly(p3_freq),
        ggplotly(p3_price),
        shareY = TRUE) %>% 
  hide_colorbar() %>% 
  layout(
    title = list(text = "Hourly Consumption Frequency and Amount of Credit Card",
                 xanchor = "center"),
    font = list(size = 12))

Figure 1: Hourly Consumption Frequency and Amount of Credit Card

From the left hourly heatmap, we can easily identify the popular period for each locations since there are clear pattern.

And some anomalies exist in the strange time period. At 3am, there are 5 credit card usages in “Kronos Mart”. For “Daily Dealz”, the only credit card transaction happened at 6am.

The right heatmaps also show anomalies: A very high consumption amount ($32419.63) happened at 11am of “Stewart and Sons Fabrication”.

Q2: Add vehical data to analyze the anomalies and discrepancies between data

packages = c('raster', 'sf', 
             'tmap', 'clock')
for (p in packages){
  if(!require(p, character.only = T)){
    install.packages(p)
  }
  library(p,character.only = T)
}
Anomaly 1: High consumption at “Frydos Autosupply n’ More” on day 13, Figure ??

Firstly, filter out the credit card consumption record at “Frydos Autosupply n’ More” on day 13.

knitr::kable(cc %>% 
               filter(day == 13 & location == "Frydos Autosupply n' More"),
             caption = "Consumption record at Frydos Autosupply n' More on day 13") %>% 
  kableExtra::kable_paper("hover", full_width = F)
Table 4: Consumption record at Frydos Autosupply n’ More on day 13
timestamp location price last4ccnum date day hour
2014-01-13 19:20:00 Frydos Autosupply n’ More 10000.00 9551 2014-01-13 13 19
2014-01-13 19:41:00 Frydos Autosupply n’ More 188.57 8129 2014-01-13 13 19
2014-01-13 19:59:00 Frydos Autosupply n’ More 64.60 8411 2014-01-13 13 19
2014-01-13 21:11:00 Frydos Autosupply n’ More 202.05 2418 2014-01-13 13 21

The abnormal consumption is from the cc number 9551. Let’s check the consumption records of this cc on day 13.

knitr::kable(cc %>% 
               filter(day == 13 & last4ccnum == 9551),
             caption = "Consumption record of cc 9551 owner on day 13") %>% 
  kableExtra::kable_paper("hover", full_width = F)
Table 5: Consumption record of cc 9551 owner on day 13
timestamp location price last4ccnum date day hour
2014-01-13 06:04:00 Daily Dealz 2.01 9551 2014-01-13 13 6
2014-01-13 13:18:00 U-Pump 55.25 9551 2014-01-13 13 13
2014-01-13 13:28:00 Hippokampos 30.51 9551 2014-01-13 13 13
2014-01-13 19:20:00 Frydos Autosupply n’ More 10000.00 9551 2014-01-13 13 19
2014-01-13 19:30:00 Ouzeri Elian 28.75 9551 2014-01-13 13 19

We can see the cc owner make the only only transaction at “Daily Dealz” at early morning (6am), which is the only one transaction in the two weeks.

Besides, “U-Pump” is a special place because there were only two consumption records in the two weeks, which can be found in Figure 1 and Figure ??. Therefore, there should have fewer stop locations near U-Pump in the car GPS data.

We can check the stop locations on day 13. On this day, there was one point near U-Pump where the stop time is near the consumption time in “U-Pump”. The corresponding car id is 24.

Thus, we believe the owner of car 24 use the credit card 9551. Let’s draw the moving path of this car to discover more. They are draw in the same plot to enhance understanding

Q2-Fig1
gps2_stop_day13 <- gps2_stop_sf %>% 
  filter(day ==13)

gps2_stop_car24_day13 <- gps2_stop_sf %>% 
  filter(day ==13 & id == 24)

gps_path_car24_day13 <- gps_path %>% 
  filter(day == 13 & id == 24)

map1 <- tm_shape(bgmap) +
  tm_rgb(bgmap, r = 1,g = 2,b = 3,
         alpha = NA,
         saturation = 1,
         interpolate = TRUE,
         max.value = 255) +
  tm_shape(gps_path_car24_day13) +
  tm_lines(col = "blue") +
  tm_shape(gps2_stop_day13) +
  tm_dots() +
  tm_shape(gps2_stop_car24_day13) +
  tm_dots(col = "blue", size = 0.1)
tmap_leaflet(map1)

Figure 2: Stop locations and driving path of car 24 on day 13

Hovering over blue dots, we can see the stop locations of car 24. On day 13, the car started running at about 7pm from home (the east area in the map) and stopped at “Katerina’s Café” (the south-east area) for half an hour. Then, the car stopped near “Albert’s Fine Clothing” at around noon (the north-west area).

After that, the car stopped near “U-Pump” (the center area) from 12:35 to 13:22. The purchase time in “U-Pump”, 13:18:00, matches the time period.

From 13:27 to 17:57, the car stopped at the GASTech company (south area), which could be the employee was working.

After the work, the car stopped near the “Brew’ve Been Served” (the south-east area) from 18:00 to 19:29. The high consumption occured in this period. The stop location is also close to the “Frydos Autosupply n’ More”. So the driver might stopped the car and walked to the “Frydos Autosupply n’ More” to make the consumption.

There are strange things.

  1. The consumption at “Daily Dealz” occurred at 06:04:00, while the car left home at 07:32:01. It’s strange that the purchase happedned so early and the location can’t be found in other records

  2. The consumption at “Hippokampos” occurred at 13:28:00, while the car stopped at the company at 13:27:14. The time gap is about 30 seconds

  3. The consumption at “Ouzeri Elian” occurred at 19:30:00, while the car left the “Frydos Autosupply n’ More” at 19:29:01. The time gap is just 30 seconds after the car left

We can check the consumption from the combination of credit and loyalty cards data. We use left join to find the corresponding records in the loyalty data.

knitr::kable(cc %>% 
               filter(day == 13 & last4ccnum == 9551) %>% 
               left_join(loyalty, by = c("location", "day", "price")),
             caption = "Consumption record of cc 9551 with corresponding loyalty records on day 13") %>% 
  kableExtra::kable_paper("hover", full_width = F)
Table 6: Consumption record of cc 9551 with corresponding loyalty records on day 13
timestamp.x location price last4ccnum date day hour timestamp.y loyaltynum
2014-01-13 06:04:00 Daily Dealz 2.01 9551 2014-01-13 13 6 NA NA
2014-01-13 13:18:00 U-Pump 55.25 9551 2014-01-13 13 13 NA NA
2014-01-13 13:28:00 Hippokampos 30.51 9551 2014-01-13 13 13 2014-01-13 L5777
2014-01-13 19:20:00 Frydos Autosupply n’ More 10000.00 9551 2014-01-13 13 19 NA NA
2014-01-13 19:30:00 Ouzeri Elian 28.75 9551 2014-01-13 13 19 2014-01-13 L5777

We can see that the two consumption records, which have little time gap with the car leaving/stopping, exactly have corresponding loyalty card usage. But the other three consumption records should be less rush but didn’t use loyalty card. One possible explaination might be the card stealing. This suspicious activity need to be analyzed further in question 5.

Anomaly 2: Mid-night consumption at “Kronos Mart”, Figure 1

The first step is to find the corresponding records.

knitr::kable(cc %>% 
               filter(location == "Kronos Mart"),
             caption = "Consumption at Kronos Mart") %>% 
  kableExtra::kable_paper("hover", full_width = F)
Table 7: Consumption at Kronos Mart
timestamp location price last4ccnum date day hour
2014-01-10 09:30:00 Kronos Mart 203.91 7688 2014-01-10 10 9
2014-01-12 03:39:00 Kronos Mart 277.26 8156 2014-01-12 12 3
2014-01-13 03:00:00 Kronos Mart 147.30 5407 2014-01-13 13 3
2014-01-13 08:01:00 Kronos Mart 159.06 6816 2014-01-13 13 8
2014-01-14 08:20:00 Kronos Mart 58.85 6899 2014-01-14 14 8
2014-01-16 07:30:00 Kronos Mart 298.83 7108 2014-01-16 16 7
2014-01-17 08:08:00 Kronos Mart 286.24 1415 2014-01-17 17 8
2014-01-19 03:13:00 Kronos Mart 87.66 3484 2014-01-19 19 3
2014-01-19 03:45:00 Kronos Mart 194.51 9551 2014-01-19 19 3
2014-01-19 03:48:00 Kronos Mart 150.36 8332 2014-01-19 19 3

The strange consumption occurred at 3 o’clock on day 19 by the owner of credit cards 3484, 9551, 8332.

Coincidentally, credit card 9551 also appeared in the Anomaly 1.

Day 19 is one day before the employee missing incident. We can check the car stop points in the recent one week to find the reason or any anomalies.

Q2-Fig2
gps2_stop_day_week <- gps2_stop_sf %>%
  filter(between(day,13,18))

gps2_stop_day19 <- gps2_stop_sf %>%
  filter(day == 19)

map2 <- tm_shape(bgmap) +
  tm_rgb(bgmap, r = 1,g = 2,b = 3,
         alpha = NA,
         saturation = 1,
         interpolate = TRUE,
         max.value = 255) +
  tm_shape(gps2_stop_day_week) +
  tm_dots(size = 0.1, alpha = 0.5) +
  tm_shape(gps2_stop_day19) +
  tm_dots(col = "red", size = 0.1, alpha = 0.5)
tmap_leaflet(map2)

Figure 3: Stop locations from day 13 to day 19

The “Kronos Mart” is located at the west direction with a red symbol. After zooming the map, we can see there were no car stop location near the mart On day 19 (red dot). And several closer red dot, which located at “Roberts and Sons”, were in the afternoon (stop period within 13 to 14 o’clock).

But there are three black dot which are very close to the “Kronos Mart”. Furthermore, The three car stop all started at about 13:30 and ends at about 16:00 on day 18.

The owners of the three cars are listed.

stop_day18 <- gps2_stop_day_week %>% 
               filter((id == 1 | id == 10 |id == 23) 
                      & day == 18
                      & start > "2014-01-18 13:00:00"
                      & end < "2014-01-18 16:00:00")
# convert data type from factor into num, to match the car_assignment
stop_day18$id <- as.numeric(stop_day18$id)

knitr::kable(left_join(stop_day18, car_assignments, by = c("id" = "CarID")),
             caption = "The three car stop near Kronos Mart") %>% 
  kableExtra::kable_paper("hover")
Table 8: The three car stop near Kronos Mart
start end id diff_mins day geometry LastName FirstName CurrentEmploymentType CurrentEmploymentTitle
2014-01-18 13:48:01 2014-01-18 15:14:01 23 86.0 secs 18 POINT (24.8498 36.06586) Lagos Varja Security Badging Office
2014-01-18 13:29:31 2014-01-18 15:52:01 10 142.5 secs 18 POINT (24.84983 36.06588) Campo-Corrente Ada Executive SVP/CIO
2014-01-18 13:36:43 2014-01-18 15:58:01 1 141.3 secs 18 POINT (24.84982 36.06582) Calixto Nils Information Technology IT Helpdesk

We can’t get insights from the car owner information since they belong to different employment type. But they stayed at the same location for similar time period. They are very likely to meet each other and do the same thing. Besides, the consumption at 3 o’clock came from 3 credit cards and this meetup also involved in 3 persons.

Thus, one possible explanation of the consumption at mid-night could be that the three car owners came to discuss some plans on day 18 and met again at 3 o’clock on day 19.

Another possible explanation direction could be persons just stayed near the mart, so they don’t need to drive and walked there to make consumption. Or the three person use other vehicles, not from the company, to reach the mart and make consumption.

This suspicious activities will be analyzed further in question 5. It might need to check the behaviors of the three car owners in the 14 days.

discrepancies

画地图时,参考清华的Q3的流程

数据差异的话,除了图一图二中的,还有卡的对应关系不一致,车的数据和卡的数据

Q3: Infer the owners of credit and loyalty card, as well as evidence and uncertainties

S9里的Bipartite:匹配信用卡和会员数据? 美化可以参考-Parallel Sets of https://cheriewpq.shinyapps.io/isss608_group02/ 定义所有car stop大于1分钟的作为一次stop,找出所有stop的gps定位。得到停车的开始结束时间+stop的定位 和cc的数据全连接,然后统计匹配航叔的频次?画出Bipartite?

Q1-Fig1
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Q1-Fig1
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Q1-Fig1
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[1] 1

Q4: Identify potential informal relationships amoung GASTech personnel with evidence

鉴别potential informal or unofficial relationships among GASTech personnel.
Q1-Fig1
1
[1] 1
Q1-Fig1
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[1] 1
Q1-Fig1
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[1] 1

Q5: Identify locations where might be suspicious activity with evidence

Q1-Fig1
1
[1] 1
Q1-Fig1
1
[1] 1
Q1-Fig1
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[1] 1

suspicious activity: Identify 1- 10 locations where you believe the suspicious activity is occurring, and why Please limit your response to 10 images and 500 words.

卡车,用于非商业活动的也算可疑活动 解释可疑活动时,是以某人做了某件事为理由

day*hour的图片 Now, let’s divide the units from days into hours:

cc_freq_day_hour <- as.data.frame(xtabs(~location++day+hour, data = cc))
cc_freq_day_hour$hour <- as.numeric(levels(cc_freq_day_hour$hour))[cc_freq_day_hour$hour]
p3 <- ggplot(cc_freq_day_hour,aes(x=hour,y=location))+
  geom_tile(aes(fill=Freq),color="white")+
  scale_fill_gradient(low = "#EFF7FB", high = "#0D2330")+
  theme(panel.background = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(),
        legend.title=element_blank(),
        plot.title = element_text(hjust=0.5))+
  facet_wrap(~ day, ncol = 7)+
  labs(title = "CC Frequency by hour of the day") 
ggplotly(p3)

Conclusion

knitr::kable(loyalty) %>% 
  kableExtra::kable_paper("hover", full_width = F)
timestamp location price loyaltynum day
2014-01-06 Brew’ve Been Served 4.17 L2247 6
2014-01-06 Brew’ve Been Served 9.60 L9406 6
2014-01-06 Hallowed Grounds 16.53 L8328 6
2014-01-06 Coffee Shack 11.51 L6417 6
2014-01-06 Hallowed Grounds 12.93 L1107 6
2014-01-06 Brew’ve Been Served 4.27 L4034 6
2014-01-06 Brew’ve Been Served 11.20 L6110 6
2014-01-06 Brew’ve Been Served 15.39 L2343 6
2014-01-06 Abila Zacharo 26.93 L9018 6
2014-01-06 Hippokampos 34.03 L6267 6
2014-01-06 Kalami Kafenion 8.64 L4034 6
2014-01-06 Katerina’s Café 33.54 L6110 6
2014-01-06 Hippokampos 36.54 L1107 6
2014-01-06 Ouzeri Elian 20.74 L2247 6
2014-01-06 Kalami Kafenion 13.08 L6417 6
2014-01-06 Hippokampos 38.25 L2343 6
2014-01-06 Hippokampos 30.88 L9406 6
2014-01-06 Kalami Kafenion 27.40 L8328 6
2014-01-06 Katerina’s Café 38.65 L6110 6
2014-01-06 Katerina’s Café 26.46 L8328 6
2014-01-06 Frydos Autosupply n’ More 80.85 L2343 6
2014-01-06 Frydos Autosupply n’ More 175.87 L2247 6
2014-01-06 Katerina’s Café 28.00 L6267 6
2014-01-06 Hippokampos 24.41 L6417 6
2014-01-06 Frydos Autosupply n’ More 89.30 L4034 6
2014-01-06 Katerina’s Café 26.51 L9406 6
2014-01-07 Brew’ve Been Served 12.74 L2247 7
2014-01-07 Hallowed Grounds 8.91 L8328 7
2014-01-07 Coffee Shack 16.63 L6417 7
2014-01-07 Brew’ve Been Served 4.39 L4034 7
2014-01-07 Brew’ve Been Served 11.91 L9406 7
2014-01-07 Hallowed Grounds 8.42 L1107 7
2014-01-07 Coffee Cameleon 12.44 L9018 7
2014-01-07 Brew’ve Been Served 17.40 L2343 7
2014-01-07 Hallowed Grounds 10.33 L6267 7
2014-01-07 Brew’ve Been Served 15.66 L6110 7
2014-01-07 Kalami Kafenion 11.64 L4034 7
2014-01-07 Ouzeri Elian 28.37 L9406 7
2014-01-07 Ouzeri Elian 17.71 L2247 7
2014-01-07 Abila Zacharo 32.40 L9018 7
2014-01-07 Gelatogalore 36.50 L1107 7
2014-01-07 Ouzeri Elian 21.85 L6110 7
2014-01-07 Katerina’s Café 37.44 L2343 7
2014-01-07 Gelatogalore 15.40 L6267 7
2014-01-07 Hippokampos 37.57 L8328 7
2014-01-07 Albert’s Fine Clothing 78.91 L6417 7
2014-01-07 Katerina’s Café 31.60 L6110 7
2014-01-07 Katerina’s Café 25.02 L2343 7
2014-01-07 Guy’s Gyros 23.12 L2247 7
2014-01-07 Katerina’s Café 25.54 L6267 7
2014-01-07 Ouzeri Elian 20.53 L1107 7
2014-01-08 Hallowed Grounds 5.85 L8328 8
2014-01-08 Brew’ve Been Served 3.09 L9406 8
2014-01-08 Hallowed Grounds 3.90 L1107 8
2014-01-08 Coffee Shack 13.13 L6417 8
2014-01-08 Brew’ve Been Served 14.88 L2247 8
2014-01-08 Brew’ve Been Served 8.40 L4034 8
2014-01-08 Brew’ve Been Served 3.92 L2343 8
2014-01-08 Hallowed Grounds 11.63 L6267 8
2014-01-08 Brew’ve Been Served 11.48 L6110 8
2014-01-08 Coffee Cameleon 16.17 L9018 8
2014-01-08 Abila Zacharo 22.13 L4034 8
2014-01-08 Gelatogalore 32.79 L6110 8
2014-01-08 Kalami Kafenion 18.18 L6267 8
2014-01-08 Kalami Kafenion 22.49 L2343 8
2014-01-08 Ouzeri Elian 24.92 L2247 8
2014-01-08 Abila Zacharo 28.25 L1107 8
2014-01-08 Gelatogalore 22.27 L9018 8
2014-01-08 Kalami Kafenion 34.98 L6417 8
2014-01-08 Gelatogalore 39.94 L9406 8
2014-01-08 Kalami Kafenion 31.43 L8328 8
2014-01-08 Katerina’s Café 34.25 L4034 8
2014-01-08 Katerina’s Café 13.83 L6110 8
2014-01-08 Frydos Autosupply n’ More 214.07 L9018 8
2014-01-08 Frydos Autosupply n’ More 268.89 L6267 8
2014-01-08 Hippokampos 16.75 L6417 8
2014-01-08 Katerina’s Café 16.93 L2343 8
2014-01-09 Hallowed Grounds 15.24 L8328 9
2014-01-09 Coffee Shack 5.01 L6417 9
2014-01-09 Brew’ve Been Served 18.25 L2343 9
2014-01-09 Hallowed Grounds 16.72 L6267 9
2014-01-09 Coffee Cameleon 4.88 L9018 9
2014-01-09 Hallowed Grounds 15.33 L1107 9
2014-01-09 Gelatogalore 19.20 L4034 9
2014-01-09 Hippokampos 27.47 L9018 9
2014-01-09 Gelatogalore 23.23 L6110 9
2014-01-09 Hippokampos 19.22 L2247 9
2014-01-09 Gelatogalore 24.68 L1107 9
2014-01-09 Kalami Kafenion 19.84 L9406 9
2014-01-09 Kalami Kafenion 10.94 L8328 9
2014-01-09 Kalami Kafenion 35.99 L6267 9
2014-01-09 Guy’s Gyros 27.69 L2343 9
2014-01-09 Gelatogalore 36.75 L6417 9
2014-01-09 Katerina’s Café 35.92 L8328 9
2014-01-09 Katerina’s Café 26.60 L9406 9
2014-01-09 Katerina’s Café 30.97 L6267 9
2014-01-09 Katerina’s Café 29.82 L2343 9
2014-01-09 Albert’s Fine Clothing 224.52 L6417 9
2014-01-09 Katerina’s Café 13.78 L4034 9
2014-01-09 Guy’s Gyros 8.23 L2247 9
2014-01-09 Shoppers’ Delight 258.43 L1107 9
2014-01-10 Hallowed Grounds 16.75 L8328 10
2014-01-10 Brew’ve Been Served 4.88 L9406 10
2014-01-10 Hallowed Grounds 17.63 L1107 10
2014-01-10 Coffee Cameleon 9.69 L9018 10
2014-01-10 Brew’ve Been Served 5.91 L2247 10
2014-01-10 Hallowed Grounds 9.34 L6267 10
2014-01-10 Brew’ve Been Served 14.36 L6110 10
2014-01-10 Katerina’s Café 21.22 L9018 10
2014-01-10 Abila Zacharo 31.34 L1107 10
2014-01-10 Kalami Kafenion 27.48 L4034 10
2014-01-10 Guy’s Gyros 38.15 L6110 10
2014-01-10 Ouzeri Elian 24.74 L2247 10
2014-01-10 Guy’s Gyros 16.34 L8328 10
2014-01-10 Abila Zacharo 9.32 L6267 10
2014-01-10 Gelatogalore 32.19 L2343 10
2014-01-10 Hippokampos 19.88 L6417 10
2014-01-10 Frydos Autosupply n’ More 43.65 L2343 10
2014-01-10 Katerina’s Café 8.14 L6110 10
2014-01-10 Katerina’s Café 21.28 L4034 10
2014-01-10 Guy’s Gyros 25.81 L2247 10
2014-01-11 Katerina’s Café 45.21 L9018 11
2014-01-11 Hippokampos 22.23 L6267 11
2014-01-11 Kalami Kafenion 35.66 L6417 11
2014-01-11 Shoppers’ Delight 238.52 L9018 11
2014-01-11 General Grocer 78.02 L8328 11
2014-01-11 Katerina’s Café 20.71 L6267 11
2014-01-11 Guy’s Gyros 36.20 L2247 11
2014-01-11 Katerina’s Café 25.76 L9406 11
2014-01-11 Katerina’s Café 52.45 L2343 11
2014-01-11 Frydos Autosupply n’ More 236.25 L8328 11
2014-01-11 Hippokampos 69.80 L6417 11
2014-01-11 Katerina’s Café 94.68 L9018 11
2014-01-12 Ouzeri Elian 98.45 L4034 12
2014-01-12 Hippokampos 29.20 L6417 12
2014-01-12 Guy’s Gyros 30.47 L8328 12
2014-01-12 Kronos Mart 147.30 L4034 12
2014-01-12 General Grocer 159.30 L6417 12
2014-01-12 Katerina’s Café 40.94 L4034 12
2014-01-12 Frydos Autosupply n’ More 88.93 L2247 12
2014-01-12 Katerina’s Café 39.30 L8328 12
2014-01-12 Katerina’s Café 16.34 L6110 12
2014-01-12 Katerina’s Café 40.25 L9406 12
2014-01-12 Frydos Autosupply n’ More 161.96 L2343 12
2014-01-13 Brew’ve Been Served 9.53 L9406 13
2014-01-13 Hallowed Grounds 6.32 L6267 13
2014-01-13 Brew’ve Been Served 13.37 L6110 13
2014-01-13 Coffee Cameleon 17.49 L9018 13
2014-01-13 Coffee Shack 4.09 L6417 13
2014-01-13 Hallowed Grounds 15.96 L1107 13
2014-01-13 Brew’ve Been Served 19.89 L2343 13
2014-01-13 Katerina’s Café 38.98 L9018 13
2014-01-13 Hippokampos 14.04 L4034 13
2014-01-13 Guy’s Gyros 21.03 L6110 13
2014-01-13 Kalami Kafenion 20.33 L2247 13
2014-01-13 Gelatogalore 36.24 L2343 13
2014-01-13 Guy’s Gyros 38.07 L6417 13
2014-01-13 Gelatogalore 37.17 L1107 13
2014-01-13 Hippokampos 26.96 L9406 13
2014-01-13 Guy’s Gyros 36.87 L8328 13
2014-01-13 Frydos Autosupply n’ More 188.57 L8328 13
2014-01-13 Frydos Autosupply n’ More 64.60 L6110 13
2014-01-13 Ouzeri Elian 21.83 L1107 13
2014-01-13 Katerina’s Café 33.57 L4034 13
2014-01-13 Guy’s Gyros 19.77 L2247 13
2014-01-13 Hippokampos 32.29 L6417 13
2014-01-13 Frydos Autosupply n’ More 202.05 L9018 13
2014-01-14 Brew’ve Been Served 14.67 L2247 14
2014-01-14 Hallowed Grounds 16.67 L8328 14
2014-01-14 Brew’ve Been Served 14.04 L9406 14
2014-01-14 Brew’ve Been Served 9.53 L2343 14
2014-01-14 Coffee Cameleon 11.67 L9018 14
2014-01-14 Hallowed Grounds 10.65 L1107 14
2014-01-14 Brew’ve Been Served 16.39 L4034 14
2014-01-14 Coffee Shack 3.63 L6417 14
2014-01-14 Hallowed Grounds 6.16 L6267 14
2014-01-14 Brew’ve Been Served 11.53 L6110 14
2014-01-14 Abila Zacharo 31.09 L6110 14
2014-01-14 Kalami Kafenion 33.13 L4034 14
2014-01-14 Katerina’s Café 11.26 L9018 14
2014-01-14 Katerina’s Café 31.69 L6267 14
2014-01-14 Ouzeri Elian 33.67 L1107 14
2014-01-14 Kalami Kafenion 27.65 L9406 14
2014-01-14 Gelatogalore 35.97 L2247 14
2014-01-14 Ouzeri Elian 19.70 L6417 14
2014-01-14 Gelatogalore 22.03 L8328 14
2014-01-14 Hippokampos 16.73 L2343 14
2014-01-14 Guy’s Gyros 35.12 L2247 14
2014-01-14 Katerina’s Café 31.94 L4034 14
2014-01-14 Katerina’s Café 26.61 L2343 14
2014-01-14 Ouzeri Elian 20.95 L1107 14
2014-01-14 Katerina’s Café 25.40 L6110 14
2014-01-14 Katerina’s Café 28.05 L6267 14
2014-01-14 Frydos Autosupply n’ More 49.21 L9406 14
2014-01-15 Hallowed Grounds 18.69 L6267 15
2014-01-15 Brew’ve Been Served 3.14 L9406 15
2014-01-15 Brew’ve Been Served 8.42 L2247 15
2014-01-15 Brew’ve Been Served 5.75 L6110 15
2014-01-15 Coffee Shack 18.17 L6417 15
2014-01-15 Coffee Cameleon 16.31 L9018 15
2014-01-15 Hallowed Grounds 14.39 L1107 15
2014-01-15 Brew’ve Been Served 3.47 L2343 15
2014-01-15 Katerina’s Café 28.56 L9018 15
2014-01-15 Kalami Kafenion 38.50 L4034 15
2014-01-15 Ouzeri Elian 25.70 L2247 15
2014-01-15 Kalami Kafenion 37.15 L6110 15
2014-01-15 Guy’s Gyros 12.19 L6267 15
2014-01-15 Gelatogalore 24.96 L6417 15
2014-01-15 Ouzeri Elian 26.61 L8328 15
2014-01-15 Guy’s Gyros 16.58 L2343 15
2014-01-15 Gelatogalore 22.36 L1107 15
2014-01-15 Abila Zacharo 26.82 L9406 15
2014-01-15 Katerina’s Café 36.80 L6267 15
2014-01-15 Guy’s Gyros 24.91 L2247 15
2014-01-15 Katerina’s Café 38.81 L4034 15
2014-01-15 Katerina’s Café 29.33 L6110 15
2014-01-15 Katerina’s Café 29.66 L9018 15
2014-01-15 Katerina’s Café 21.61 L2343 15
2014-01-15 Albert’s Fine Clothing 228.15 L6417 15
2014-01-15 Frydos Autosupply n’ More 276.88 L9406 15
2014-01-15 Ouzeri Elian 8.57 L1107 15
2014-01-16 Brew’ve Been Served 5.05 L2247 16
2014-01-16 Hallowed Grounds 17.92 L8328 16
2014-01-16 Coffee Shack 10.48 L6417 16
2014-01-16 Brew’ve Been Served 3.84 L9406 16
2014-01-16 Coffee Cameleon 3.14 L9018 16
2014-01-16 Hallowed Grounds 18.23 L6267 16
2014-01-16 Hallowed Grounds 4.60 L1107 16
2014-01-16 Brew’ve Been Served 11.21 L6110 16
2014-01-16 Katerina’s Café 39.74 L4034 16
2014-01-16 Hippokampos 13.05 L6267 16
2014-01-16 Abila Zacharo 24.38 L9406 16
2014-01-16 Katerina’s Café 38.32 L2247 16
2014-01-16 Kalami Kafenion 9.27 L2343 16
2014-01-16 Ouzeri Elian 8.52 L9018 16
2014-01-16 Ouzeri Elian 8.47 L6417 16
2014-01-16 Ouzeri Elian 31.21 L1107 16
2014-01-16 Guy’s Gyros 36.48 L8328 16
2014-01-16 Octavio’s Office Supplies 131.01 L2247 16
2014-01-16 Katerina’s Café 13.68 L6110 16
2014-01-16 Katerina’s Café 29.30 L4034 16
2014-01-16 Albert’s Fine Clothing 283.38 L6417 16
2014-01-16 Katerina’s Café 18.79 L8328 16
2014-01-16 Ouzeri Elian 22.65 L1107 16
2014-01-16 Katerina’s Café 35.43 L9018 16
2014-01-16 Katerina’s Café 30.56 L2343 16
2014-01-16 Frydos Autosupply n’ More 130.01 L9406 16
2014-01-17 Brew’ve Been Served 11.69 L2247 17
2014-01-17 Brew’ve Been Served 8.07 L9406 17
2014-01-17 Coffee Shack 19.16 L6417 17
2014-01-17 Hallowed Grounds 5.52 L6267 17
2014-01-17 Coffee Cameleon 7.49 L9018 17
2014-01-17 Brew’ve Been Served 18.15 L4034 17
2014-01-17 Brew’ve Been Served 14.58 L6110 17
2014-01-17 Hippokampos 38.21 L9018 17
2014-01-17 Gelatogalore 18.10 L1107 17
2014-01-17 Hippokampos 23.54 L6267 17
2014-01-17 Kalami Kafenion 24.21 L6110 17
2014-01-17 Guy’s Gyros 15.12 L2343 17
2014-01-17 Guy’s Gyros 21.10 L6417 17
2014-01-17 Abila Zacharo 11.95 L2247 17
2014-01-17 Katerina’s Café 30.72 L9406 17
2014-01-17 Ouzeri Elian 26.10 L8328 17
2014-01-17 Katerina’s Café 21.16 L9018 17
2014-01-17 Hippokampos 19.76 L6417 17
2014-01-17 Frydos Autosupply n’ More 124.52 L9406 17
2014-01-17 Katerina’s Café 14.93 L8328 17
2014-01-17 Katerina’s Café 36.12 L2343 17
2014-01-17 Ouzeri Elian 26.40 L1107 17
2014-01-17 Katerina’s Café 33.73 L4034 17
2014-01-17 Frydos Autosupply n’ More 67.29 L2247 17
2014-01-18 Katerina’s Café 34.54 L6267 18
2014-01-18 Kalami Kafenion 30.12 L2247 18
2014-01-18 Kalami Kafenion 42.73 L2343 18
2014-01-18 Gelatogalore 24.38 L1107 18
2014-01-18 Katerina’s Café 37.26 L6110 18
2014-01-18 Frydos Autosupply n’ More 103.41 L2247 18
2014-01-18 Albert’s Fine Clothing 189.52 L6267 18
2014-01-18 Frydos Autosupply n’ More 234.53 L4034 18
2014-01-18 Guy’s Gyros 28.07 L2247 18
2014-01-18 Ouzeri Elian 14.90 L1107 18
2014-01-18 Katerina’s Café 32.68 L9018 18
2014-01-18 Katerina’s Café 45.88 L6110 18
2014-01-18 Hippokampos 55.03 L6417 18
2014-01-06 Albert’s Fine Clothing 276.90 L5777 6
2014-01-06 Hallowed Grounds 8.05 L5777 6
2014-01-06 Bean There Done That 10.28 L7783 6
2014-01-06 Guy’s Gyros 15.44 L7783 6
2014-01-06 Hippokampos 21.33 L7783 6
2014-01-06 Bean There Done That 16.09 L3191 6
2014-01-06 Guy’s Gyros 30.82 L3191 6
2014-01-06 Abila Zacharo 30.08 L4164 6
2014-01-06 Brewed Awakenings 5.72 L4164 6
2014-01-06 Hippokampos 17.27 L4164 6
2014-01-06 Jack’s Magical Beans 11.03 L6267 6
2014-01-06 Katerina’s Café 18.56 L6267 6
2014-01-06 Coffee Cameleon 8.73 L1682 6
2014-01-06 Gelatogalore 12.74 L1682 6
2014-01-06 Katerina’s Café 23.63 L1682 6
2014-01-06 Brew’ve Been Served 18.24 L1485 6
2014-01-06 Katerina’s Café 39.41 L1485 6
2014-01-06 Brewed Awakenings 16.89 L5947 6
2014-01-06 Ouzeri Elian 38.90 L5947 6
2014-01-06 Gelatogalore 22.64 L6119 6
2014-01-06 Bean There Done That 8.54 L3014 6
2014-01-06 Hippokampos 8.64 L3014 6
2014-01-06 Hippokampos 26.80 L3014 6
2014-01-06 Brewed Awakenings 4.35 L2070 6
2014-01-06 Hippokampos 20.61 L2070 6
2014-01-06 Bean There Done That 5.24 L4149 6
2014-01-06 Hippokampos 35.34 L4149 6
2014-01-06 Abila Zacharo 18.11 L6544 6
2014-01-06 Guy’s Gyros 15.29 L6544 6
2014-01-06 Hallowed Grounds 12.22 L6544 6
2014-01-06 Hallowed Grounds 10.07 L4424 6
2014-01-06 Katerina’s Café 13.59 L4424 6
2014-01-06 Katerina’s Café 12.32 L4424 6
2014-01-06 Brew’ve Been Served 8.88 L5259 6
2014-01-06 Gelatogalore 23.41 L5259 6
2014-01-06 Guy’s Gyros 28.94 L5259 6
2014-01-06 Brew’ve Been Served 4.24 L3800 6
2014-01-06 Guy’s Gyros 16.92 L3800 6
2014-01-06 Guy’s Gyros 39.29 L3800 6
2014-01-06 Hallowed Grounds 16.72 L5553 6
2014-01-06 Katerina’s Café 32.64 L5553 6
2014-01-06 Bean There Done That 4.27 L3366 6
2014-01-06 Hippokampos 25.50 L3366 6
2014-01-06 Ouzeri Elian 20.40 L3366 6
2014-01-06 Brew’ve Been Served 8.33 L8148 6
2014-01-06 Guy’s Gyros 37.82 L8148 6
2014-01-06 Ouzeri Elian 20.56 L8148 6
2014-01-06 Carlyle Chemical Inc.  3959.66 L4063 6
2014-01-06 Abila Airport 4540.08 L4063 6
2014-01-06 Abila Airport 777.06 L4063 6
2014-01-06 Kronos Pipe and Irrigation 242.21 L4063 6
2014-01-06 Maximum Iron and Steel 2859.51 L4063 6
2014-01-06 Ouzeri Elian 16.84 L4063 6
2014-01-06 Brew’ve Been Served 14.97 L3572 6
2014-01-06 Brew’ve Been Served 3.67 L2490 6
2014-01-06 Guy’s Gyros 22.57 L2490 6
2014-01-06 Kalami Kafenion 30.10 L2490 6
2014-01-06 U-Pump 59.51 L2490 6
2014-01-06 Abila Airport 612.47 L2769 6
2014-01-06 Albert’s Fine Clothing 121.76 L2169 6
2014-01-06 Brew’ve Been Served 15.58 L2169 6
2014-01-06 Kalami Kafenion 22.31 L2169 6
2014-01-06 Nationwide Refinery 761.64 L9633 6
2014-01-06 Stewart and Sons Fabrication 2144.62 L9633 6
2014-01-06 Coffee Cameleon 11.86 L9637 6
2014-01-06 Frydos Autosupply n’ More 197.32 L9637 6
2014-01-06 Frydos Autosupply n’ More 274.98 L8012 6
2014-01-06 Guy’s Gyros 11.22 L8012 6
2014-01-06 Abila Zacharo 50.14 L3288 6
2014-01-06 Frydos Autosupply n’ More 253.87 L3288 6
2014-01-06 Jack’s Magical Beans 18.59 L3288 6
2014-01-06 Gelatogalore 36.33 L7814 6
2014-01-06 Hallowed Grounds 10.66 L7814 6
2014-01-06 Katerina’s Café 26.10 L7814 6
2014-01-06 Abila Zacharo 23.15 L3259 6
2014-01-06 Brew’ve Been Served 12.83 L3259 6
2014-01-06 Katerina’s Café 17.92 L3259 6
2014-01-06 Coffee Cameleon 8.39 L3295 6
2014-01-06 Katerina’s Café 15.52 L3295 6
2014-01-06 Ouzeri Elian 30.87 L3295 6
2014-01-06 Brew’ve Been Served 5.66 L9363 6
2014-01-06 Guy’s Gyros 11.94 L9363 6
2014-01-06 Katerina’s Café 19.65 L9363 6
2014-01-06 Jack’s Magical Beans 7.84 L5224 6
2014-01-06 Brew’ve Been Served 16.90 L7291 6
2014-01-06 Ouzeri Elian 34.71 L7291 6
2014-01-06 Brew’ve Been Served 11.34 L8566 6
2014-01-06 Hippokampos 13.26 L8566 6
2014-01-06 Abila Zacharo 12.05 L9254 6
2014-01-06 Brew’ve Been Served 10.68 L9254 6
2014-01-06 Shoppers’ Delight 293.67 L9254 6
2014-01-06 Guy’s Gyros 19.67 L6886 6
2014-01-06 Jack’s Magical Beans 18.10 L6886 6
2014-01-07 Gelatogalore 21.52 L5777 7
2014-01-07 Hallowed Grounds 4.44 L5777 7
2014-01-07 Ouzeri Elian 25.27 L5777 7
2014-01-07 Abila Zacharo 13.52 L7783 7
2014-01-07 Bean There Done That 11.25 L7783 7
2014-01-07 Hippokampos 11.56 L7783 7
2014-01-07 Guy’s Gyros 10.11 L3191 7
2014-01-07 Abila Zacharo 12.72 L4164 7
2014-01-07 Hippokampos 15.85 L4164 7
2014-01-07 Abila Zacharo 22.25 L6267 7
2014-01-07 Jack’s Magical Beans 3.68 L6267 7
2014-01-07 Coffee Cameleon 7.66 L1682 7
2014-01-07 Gelatogalore 34.04 L1682 7
2014-01-07 Katerina’s Café 19.49 L1682 7
2014-01-07 Brewed Awakenings 4.84 L1485 7
2014-01-07 Guy’s Gyros 22.33 L1485 7
2014-01-07 Hippokampos 31.69 L1485 7
2014-01-07 Brewed Awakenings 11.59 L5947 7
2014-01-07 Guy’s Gyros 34.09 L5947 7
2014-01-07 Hippokampos 21.20 L5947 7
2014-01-07 Hallowed Grounds 14.05 L6119 7
2014-01-07 Katerina’s Café 22.27 L6119 7
2014-01-07 Katerina’s Café 14.75 L6119 7
2014-01-07 Bean There Done That 13.89 L3014 7
2014-01-07 Hippokampos 20.17 L3014 7
2014-01-07 Kalami Kafenion 22.83 L3014 7
2014-01-07 Brewed Awakenings 6.72 L2070 7
2014-01-07 Gelatogalore 35.06 L2070 7
2014-01-07 Hippokampos 22.18 L2070 7
2014-01-07 Bean There Done That 8.03 L4149 7
2014-01-07 Hippokampos 10.19 L4149 7
2014-01-07 Hallowed Grounds 18.97 L6544 7
2014-01-07 Kalami Kafenion 22.14 L6544 7
2014-01-07 Gelatogalore 31.77 L4424 7
2014-01-07 Abila Zacharo 25.90 L5259 7
2014-01-07 Guy’s Gyros 14.87 L5259 7
2014-01-07 Brew’ve Been Served 5.08 L3800 7
2014-01-07 Guy’s Gyros 22.25 L3800 7
2014-01-07 Kalami Kafenion 25.90 L3800 7
2014-01-07 Guy’s Gyros 12.57 L5553 7
2014-01-07 Hallowed Grounds 9.92 L5553 7
2014-01-07 Katerina’s Café 17.26 L5553 7
2014-01-07 Albert’s Fine Clothing 228.36 L3366 7
2014-01-07 Bean There Done That 6.25 L3366 7
2014-01-07 Ouzeri Elian 24.84 L3366 7
2014-01-07 Guy’s Gyros 11.31 L8148 7
2014-01-07 Abila Airport 3840.37 L7761 7
2014-01-07 Stewart and Sons Fabrication 1200.90 L7761 7
2014-01-07 Brew’ve Been Served 11.92 L3572 7
2014-01-07 Brew’ve Been Served 9.06 L2490 7
2014-01-07 Guy’s Gyros 31.23 L2490 7
2014-01-07 Katerina’s Café 31.41 L2490 7
2014-01-07 Abila Airport 124.89 L2769 7
2014-01-07 Abila Airport 3411.29 L2769 7
2014-01-07 Brew’ve Been Served 3.00 L2169 7
2014-01-07 Katerina’s Café 10.90 L2169 7
2014-01-07 Carlyle Chemical Inc.  3827.20 L5756 7
2014-01-07 Katerina’s Café 19.07 L5756 7
2014-01-07 Nationwide Refinery 1562.66 L5756 7
2014-01-07 Nationwide Refinery 1347.36 L9633 7
2014-01-07 Stewart and Sons Fabrication 1783.33 L9633 7
2014-01-07 Kronos Pipe and Irrigation 3920.82 L8477 7
2014-01-07 Maximum Iron and Steel 3207.31 L8477 7
2014-01-07 Coffee Cameleon 11.55 L9637 7
2014-01-07 Katerina’s Café 10.07 L9637 7
2014-01-07 Ouzeri Elian 29.10 L9637 7
2014-01-07 Hallowed Grounds 7.88 L8012 7
2014-01-07 Katerina’s Café 18.35 L8012 7
2014-01-07 Jack’s Magical Beans 18.77 L3288 7
2014-01-07 Kalami Kafenion 45.05 L3288 7
2014-01-07 Ouzeri Elian 11.41 L3288 7
2014-01-07 Hallowed Grounds 9.61 L7814 7
2014-01-07 Hippokampos 16.11 L7814 7
2014-01-07 Katerina’s Café 32.83 L7814 7
2014-01-07 Brew’ve Been Served 14.49 L3259 7
2014-01-07 Gelatogalore 17.21 L3259 7
2014-01-07 Katerina’s Café 33.29 L3259 7
2014-01-07 Coffee Cameleon 9.10 L3295 7
2014-01-07 Gelatogalore 8.97 L3295 7
2014-01-07 Katerina’s Café 19.53 L3295 7
2014-01-07 Brew’ve Been Served 7.74 L9363 7
2014-01-07 Frydos Autosupply n’ More 272.73 L9363 7
2014-01-07 Ouzeri Elian 19.51 L9363 7
2014-01-07 Abila Scrapyard 2149.28 L3317 7
2014-01-07 Abila Airport 1641.96 L3317 7
2014-01-07 Nationwide Refinery 889.58 L3317 7
2014-01-07 Guy’s Gyros 29.57 L5224 7
2014-01-07 Jack’s Magical Beans 19.61 L5224 7
2014-01-07 Abila Zacharo 17.81 L7291 7
2014-01-07 Brew’ve Been Served 18.53 L7291 7
2014-01-07 Kalami Kafenion 18.06 L8566 7
2014-01-07 Brewed Awakenings 12.59 L9254 7
2014-01-07 Guy’s Gyros 38.56 L9254 7
2014-01-07 Guy’s Gyros 9.76 L9254 7
2014-01-07 Gelatogalore 8.98 L6886 7
2014-01-07 Hippokampos 37.88 L6886 7
2014-01-07 Jack’s Magical Beans 9.84 L6886 7
2014-01-08 Hippokampos 39.80 L5777 8
2014-01-08 Ouzeri Elian 10.81 L5777 8
2014-01-08 Abila Zacharo 14.41 L7783 8
2014-01-08 Bean There Done That 17.45 L7783 8
2014-01-08 Hippokampos 10.52 L7783 8
2014-01-08 Albert’s Fine Clothing 136.01 L3191 8
2014-01-08 Bean There Done That 12.07 L3191 8
2014-01-08 Hippokampos 28.79 L3191 8
2014-01-08 Brewed Awakenings 11.73 L4164 8
2014-01-08 Hippokampos 26.31 L4164 8
2014-01-08 Ouzeri Elian 32.61 L4164 8
2014-01-08 Jack’s Magical Beans 3.96 L6267 8
2014-01-08 Katerina’s Café 8.53 L6267 8
2014-01-08 Ouzeri Elian 29.85 L6267 8
2014-01-08 Coffee Cameleon 6.59 L1682 8
2014-01-08 Hippokampos 16.59 L1682 8
2014-01-08 Katerina’s Café 19.12 L1682 8
2014-01-08 Brew’ve Been Served 12.92 L1485 8
2014-01-08 Frank’s Fuel 65.34 L1485 8
2014-01-08 Frydos Autosupply n’ More 182.56 L1485 8
2014-01-08 Guy’s Gyros 17.90 L1485 8
2014-01-08 Brewed Awakenings 12.32 L5947 8
2014-01-08 Chostus Hotel 107.51 L5947 8
2014-01-08 Hippokampos 16.54 L5947 8
2014-01-08 Gelatogalore 35.29 L6119 8
2014-01-08 Hallowed Grounds 19.92 L6119 8
2014-01-08 Katerina’s Café 36.60 L6119 8
2014-01-08 Hippokampos 12.62 L3014 8
2014-01-08 Hippokampos 26.55 L2070 8
2014-01-08 Hippokampos 15.64 L2070 8
2014-01-08 Bean There Done That 14.96 L4149 8
2014-01-08 Hippokampos 37.89 L4149 8
2014-01-08 General Grocer 265.84 L6544 8
2014-01-08 Guy’s Gyros 15.86 L4424 8
2014-01-08 Hallowed Grounds 8.15 L4424 8
2014-01-08 Katerina’s Café 27.87 L4424 8
2014-01-08 Brew’ve Been Served 17.13 L5259 8
2014-01-08 Gelatogalore 36.72 L5259 8
2014-01-08 Brew’ve Been Served 3.42 L3800 8
2014-01-08 Guy’s Gyros 30.12 L3800 8
2014-01-08 Guy’s Gyros 28.81 L3800 8
2014-01-08 Abila Zacharo 16.20 L5553 8
2014-01-08 Hallowed Grounds 3.40 L5553 8
2014-01-08 Bean There Done That 16.18 L3366 8
2014-01-08 Hippokampos 32.66 L3366 8
2014-01-08 Katerina’s Café 37.04 L3366 8
2014-01-08 Brew’ve Been Served 8.27 L8148 8
2014-01-08 Kalami Kafenion 14.77 L8148 8
2014-01-08 Brew’ve Been Served 7.26 L3572 8
2014-01-08 Brew’ve Been Served 11.87 L2490 8
2014-01-08 Gelatogalore 39.75 L2490 8
2014-01-08 Guy’s Gyros 19.08 L2490 8
2014-01-08 Abila Airport 2723.18 L2769 8
2014-01-08 Abila Airport 2769.12 L2769 8
2014-01-08 Brew’ve Been Served 6.30 L2169 8
2014-01-08 Guy’s Gyros 10.34 L2169 8
2014-01-08 Guy’s Gyros 30.48 L2169 8
2014-01-08 Nationwide Refinery 4513.16 L5485 8
2014-01-08 Stewart and Sons Fabrication 1738.26 L5485 8
2014-01-08 Carlyle Chemical Inc.  4901.88 L5756 8
2014-01-08 Katerina’s Café 29.26 L5756 8
2014-01-08 Nationwide Refinery 4367.43 L5756 8
2014-01-08 Nationwide Refinery 3674.32 L9633 8
2014-01-08 Stewart and Sons Fabrication 1673.77 L9633 8
2014-01-08 Carlyle Chemical Inc.  4983.52 L8477 8
2014-01-08 Kronos Pipe and Irrigation 3615.61 L8477 8
2014-01-08 Maximum Iron and Steel 3136.01 L8477 8
2014-01-08 Coffee Cameleon 15.71 L9637 8
2014-01-08 Katerina’s Café 26.45 L9637 8
2014-01-08 Katerina’s Café 33.31 L9637 8
2014-01-08 Katerina’s Café 31.59 L8012 8
2014-01-08 Gelatogalore 50.36 L3288 8
2014-01-08 Jack’s Magical Beans 18.78 L3288 8
2014-01-08 Ouzeri Elian 62.20 L3288 8
2014-01-08 Hallowed Grounds 3.11 L7814 8
2014-01-08 Kalami Kafenion 23.82 L7814 8
2014-01-08 Brew’ve Been Served 13.68 L3259 8
2014-01-08 Gelatogalore 20.72 L3259 8
2014-01-08 Coffee Cameleon 12.26 L3295 8
2014-01-08 Kalami Kafenion 24.08 L3295 8
2014-01-08 Katerina’s Café 32.83 L3295 8
2014-01-08 Abila Zacharo 30.85 L9363 8
2014-01-08 Brew’ve Been Served 10.15 L9363 8
2014-01-08 Jack’s Magical Beans 12.37 L5224 8
2014-01-08 Ouzeri Elian 29.73 L5224 8
2014-01-08 Brew’ve Been Served 19.17 L7291 8
2014-01-08 Chostus Hotel 111.89 L7291 8
2014-01-08 Guy’s Gyros 18.24 L7291 8
2014-01-08 Brew’ve Been Served 12.30 L8566 8
2014-01-08 Hippokampos 9.03 L8566 8
2014-01-08 Brew’ve Been Served 15.66 L9254 8
2014-01-08 Guy’s Gyros 15.69 L9254 8
2014-01-08 Kalami Kafenion 31.96 L9254 8
2014-01-08 Abila Zacharo 36.85 L6886 8
2014-01-08 Hippokampos 18.99 L6886 8
2014-01-08 Jack’s Magical Beans 11.25 L6886 8
2014-01-09 Abila Zacharo 29.41 L5777 9
2014-01-09 Hallowed Grounds 14.45 L5777 9
2014-01-09 Bean There Done That 13.00 L7783 9
2014-01-09 Guy’s Gyros 14.91 L7783 9
2014-01-09 Hippokampos 8.43 L3191 9
2014-01-09 Hippokampos 10.12 L3191 9
2014-01-09 Kronos Mart 203.91 L4164 9
2014-01-09 Ouzeri Elian 26.09 L4164 9
2014-01-09 Gelatogalore 8.60 L6267 9
2014-01-09 Jack’s Magical Beans 10.11 L6267 9
2014-01-09 Katerina’s Café 17.02 L1682 9
2014-01-09 Frydos Autosupply n’ More 276.75 L1485 9
2014-01-09 Jack’s Magical Beans 6.00 L1485 9
2014-01-09 Katerina’s Café 10.42 L1485 9
2014-01-09 Brewed Awakenings 13.16 L5947 9
2014-01-09 Gelatogalore 16.74 L5947 9
2014-01-09 Hippokampos 15.02 L5947 9
2014-01-09 Guy’s Gyros 13.59 L6119 9
2014-01-09 Guy’s Gyros 8.23 L6119 9
2014-01-09 Bean There Done That 4.06 L3014 9
2014-01-09 Katerina’s Café 8.01 L3014 9
2014-01-09 Albert’s Fine Clothing 229.98 L2070 9
2014-01-09 Brewed Awakenings 17.66 L2070 9
2014-01-09 Frydos Autosupply n’ More 60.65 L4149 9
2014-01-09 Hippokampos 9.12 L4149 9
2014-01-09 Hallowed Grounds 16.77 L6544 9
2014-01-09 Ouzeri Elian 32.89 L6544 9
2014-01-09 Abila Zacharo 20.73 L4424 9
2014-01-09 Hallowed Grounds 17.84 L4424 9
2014-01-09 Abila Zacharo 14.37 L5259 9
2014-01-09 Brew’ve Been Served 5.30 L3800 9
2014-01-09 Guy’s Gyros 35.05 L3800 9
2014-01-09 Kalami Kafenion 18.14 L3800 9
2014-01-09 Guy’s Gyros 15.00 L5553 9
2014-01-09 Hallowed Grounds 18.48 L5553 9
2014-01-09 Katerina’s Café 26.00 L5553 9
2014-01-09 Bean There Done That 4.05 L3366 9
2014-01-09 Hippokampos 24.96 L3366 9
2014-01-09 Kalami Kafenion 30.76 L3366 9
2014-01-09 Brew’ve Been Served 15.82 L8148 9
2014-01-09 Guy’s Gyros 29.96 L8148 9
2014-01-09 Ouzeri Elian 22.40 L8148 9
2014-01-09 Abila Airport 2358.22 L7761 9
2014-01-09 Nationwide Refinery 1420.39 L7761 9
2014-01-09 Stewart and Sons Fabrication 1015.65 L7761 9
2014-01-09 Brew’ve Been Served 17.64 L3572 9
2014-01-09 Guy’s Gyros 18.26 L3572 9
2014-01-09 Abila Zacharo 8.16 L2490 9
2014-01-09 Brew’ve Been Served 12.12 L2490 9
2014-01-09 Frydos Autosupply n’ More 138.02 L2490 9
2014-01-09 Abila Airport 182.93 L2769 9
2014-01-09 Abila Airport 4538.52 L2769 9
2014-01-09 Brew’ve Been Served 6.21 L2169 9
2014-01-09 Guy’s Gyros 31.31 L2169 9
2014-01-09 Hippokampos 25.70 L2169 9
2014-01-09 Carlyle Chemical Inc.  529.47 L5756 9
2014-01-09 Carlyle Chemical Inc.  382.43 L5756 9
2014-01-09 Carlyle Chemical Inc.  2176.20 L5756 9
2014-01-09 Katerina’s Café 16.98 L5756 9
2014-01-09 Nationwide Refinery 289.30 L5756 9
2014-01-09 Nationwide Refinery 674.28 L9633 9
2014-01-09 Stewart and Sons Fabrication 3544.00 L9633 9
2014-01-09 Carlyle Chemical Inc.  732.82 L8477 9
2014-01-09 Kronos Pipe and Irrigation 423.14 L8477 9
2014-01-09 Maximum Iron and Steel 1527.14 L8477 9
2014-01-09 Coffee Cameleon 16.13 L9637 9
2014-01-09 Hallowed Grounds 17.56 L8012 9
2014-01-09 Hippokampos 13.84 L8012 9
2014-01-09 Katerina’s Café 8.57 L8012 9
2014-01-09 Abila Zacharo 48.39 L3288 9
2014-01-09 Katerina’s Café 19.02 L7814 9
2014-01-09 Gelatogalore 11.94 L3259 9
2014-01-09 Hallowed Grounds 10.25 L3259 9
2014-01-09 Coffee Cameleon 19.99 L3295 9
2014-01-09 Guy’s Gyros 17.44 L3295 9
2014-01-09 Katerina’s Café 26.60 L3295 9
2014-01-09 Brew’ve Been Served 19.47 L9363 9
2014-01-09 Abila Scrapyard 1158.36 L3317 9
2014-01-09 Abila Airport 4792.50 L3317 9
2014-01-09 Nationwide Refinery 1322.50 L3317 9
2014-01-09 Stewart and Sons Fabrication 918.60 L3317 9
2014-01-09 Hippokampos 23.66 L5224 9
2014-01-09 Katerina’s Café 25.85 L5224 9
2014-01-09 Brew’ve Been Served 10.71 L7291 9
2014-01-09 Hippokampos 27.93 L7291 9
2014-01-09 Brew’ve Been Served 5.13 L8566 9
2014-01-09 Gelatogalore 23.45 L8566 9
2014-01-09 General Grocer 285.34 L8566 9
2014-01-09 Brew’ve Been Served 14.85 L9254 9
2014-01-09 Guy’s Gyros 25.40 L9254 9
2014-01-09 Guy’s Gyros 31.81 L9254 9
2014-01-09 Abila Zacharo 8.60 L6886 9
2014-01-09 Hippokampos 9.13 L6886 9
2014-01-09 Jack’s Magical Beans 17.43 L6886 9
2014-01-10 Hallowed Grounds 6.87 L5777 10
2014-01-10 Bean There Done That 15.39 L7783 10
2014-01-10 Gelatogalore 26.15 L7783 10
2014-01-10 Hippokampos 28.22 L7783 10
2014-01-10 Bean There Done That 3.92 L3191 10
2014-01-10 Guy’s Gyros 31.50 L3191 10
2014-01-10 Brewed Awakenings 13.82 L4164 10
2014-01-10 Hippokampos 10.48 L4164 10
2014-01-10 Katerina’s Café 34.76 L4164 10
2014-01-10 Abila Zacharo 33.33 L6267 10
2014-01-10 Jack’s Magical Beans 15.69 L6267 10
2014-01-10 Ouzeri Elian 19.92 L6267 10
2014-01-10 Coffee Cameleon 8.51 L1682 10
2014-01-10 Guy’s Gyros 15.93 L1682 10
2014-01-10 Octavio’s Office Supplies 64.51 L1682 10
2014-01-10 Brew’ve Been Served 14.45 L1485 10
2014-01-10 Ouzeri Elian 35.24 L1485 10
2014-01-10 Brewed Awakenings 6.17 L5947 10
2014-01-10 Hallowed Grounds 10.34 L6119 10
2014-01-10 Ouzeri Elian 25.98 L6119 10
2014-01-10 Bean There Done That 13.41 L3014 10
2014-01-10 Ouzeri Elian 15.25 L3014 10
2014-01-10 Brewed Awakenings 13.90 L2070 10
2014-01-10 Hippokampos 30.63 L2070 10
2014-01-10 Hippokampos 17.21 L2070 10
2014-01-10 Bean There Done That 18.67 L4149 10
2014-01-10 Guy’s Gyros 31.05 L4149 10
2014-01-10 Hallowed Grounds 10.76 L6544 10
2014-01-10 Katerina’s Café 37.62 L6544 10
2014-01-10 Abila Zacharo 8.22 L4424 10
2014-01-10 Hallowed Grounds 12.03 L4424 10
2014-01-10 Abila Zacharo 36.38 L5259 10
2014-01-10 Brew’ve Been Served 3.03 L5259 10
2014-01-10 Shoppers’ Delight 279.53 L5259 10
2014-01-10 Brew’ve Been Served 3.44 L3800 10
2014-01-10 Frydos Autosupply n’ More 217.08 L3800 10
2014-01-10 Guy’s Gyros 26.68 L3800 10
2014-01-10 Hallowed Grounds 8.34 L5553 10
2014-01-10 Ouzeri Elian 30.93 L5553 10
2014-01-10 Albert’s Fine Clothing 126.13 L3366 10
2014-01-10 Bean There Done That 9.30 L3366 10
2014-01-10 Katerina’s Café 25.62 L3366 10
2014-01-10 Brew’ve Been Served 15.85 L8148 10
2014-01-10 Guy’s Gyros 26.76 L8148 10
2014-01-10 Guy’s Gyros 23.61 L8148 10
2014-01-10 Carlyle Chemical Inc.  227.81 L5924 10
2014-01-10 Nationwide Refinery 2262.73 L5924 10
2014-01-10 Stewart and Sons Fabrication 4195.49 L5924 10
2014-01-10 Brew’ve Been Served 5.89 L3572 10
2014-01-10 Brew’ve Been Served 5.01 L2490 10
2014-01-10 Kalami Kafenion 35.69 L2490 10
2014-01-10 Brew’ve Been Served 12.64 L2169 10
2014-01-10 General Grocer 227.28 L2169 10
2014-01-10 Kalami Kafenion 24.30 L2169 10
2014-01-10 Nationwide Refinery 1552.82 L9633 10
2014-01-10 Stewart and Sons Fabrication 4074.10 L9633 10
2014-01-10 Carlyle Chemical Inc.  3489.36 L8477 10
2014-01-10 Katerina’s Café 24.33 L9637 10
2014-01-10 Abila Zacharo 36.73 L8012 10
2014-01-10 Hallowed Grounds 11.49 L8012 10
2014-01-10 Jack’s Magical Beans 16.29 L3288 10
2014-01-10 Kalami Kafenion 101.50 L3288 10
2014-01-10 Abila Zacharo 16.12 L7814 10
2014-01-10 Brew’ve Been Served 13.32 L3259 10
2014-01-10 Katerina’s Café 15.76 L3259 10
2014-01-10 Ouzeri Elian 20.46 L3259 10
2014-01-10 Coffee Cameleon 11.54 L3295 10
2014-01-10 Gelatogalore 39.40 L3295 10
2014-01-10 Katerina’s Café 21.89 L3295 10
2014-01-10 Brew’ve Been Served 5.31 L9363 10
2014-01-10 Guy’s Gyros 29.81 L9363 10
2014-01-10 Hippokampos 39.89 L9363 10
2014-01-10 Guy’s Gyros 36.44 L5224 10
2014-01-10 Jack’s Magical Beans 5.46 L5224 10
2014-01-10 Chostus Hotel 113.25 L7291 10
2014-01-10 Brew’ve Been Served 17.25 L8566 10
2014-01-10 Guy’s Gyros 27.78 L8566 10
2014-01-10 Hippokampos 39.26 L8566 10
2014-01-10 Octavio’s Office Supplies 139.72 L8566 10
2014-01-10 Brew’ve Been Served 10.72 L9254 10
2014-01-10 Katerina’s Café 25.36 L9254 10
2014-01-10 Hippokampos 32.01 L6886 10
2014-01-10 Hippokampos 39.97 L6886 10
2014-01-11 Hippokampos 70.23 L7783 11
2014-01-11 Hippokampos 67.37 L3191 11
2014-01-11 Frydos Autosupply n’ More 52.73 L4164 11
2014-01-11 Hippokampos 66.21 L4164 11
2014-01-11 Hippokampos 20.87 L4164 11
2014-01-11 Ouzeri Elian 69.36 L6267 11
2014-01-11 Katerina’s Café 29.17 L1682 11
2014-01-11 Abila Zacharo 89.54 L5947 11
2014-01-11 Katerina’s Café 57.36 L5947 11
2014-01-11 Katerina’s Café 12.55 L6119 11
2014-01-11 Hippokampos 63.21 L2070 11
2014-01-11 Katerina’s Café 23.45 L4149 11
2014-01-11 Kalami Kafenion 39.36 L6544 11
2014-01-11 Katerina’s Café 17.60 L4424 11
2014-01-11 Kalami Kafenion 23.86 L5259 11
2014-01-11 Guy’s Gyros 33.65 L3800 11
2014-01-11 Gelatogalore 17.31 L5553 11
2014-01-11 Katerina’s Café 55.67 L5553 11
2014-01-11 Katerina’s Café 29.10 L3366 11
2014-01-11 Guy’s Gyros 55.69 L8148 11
2014-01-11 Katerina’s Café 71.65 L2490 11
2014-01-11 Albert’s Fine Clothing 211.47 L2169 11
2014-01-11 Hippokampos 23.38 L2169 11
2014-01-11 Katerina’s Café 26.02 L9637 11
2014-01-11 Katerina’s Café 33.18 L9637 11
2014-01-11 Abila Zacharo 54.82 L8012 11
2014-01-11 Katerina’s Café 45.68 L8012 11
2014-01-11 Kalami Kafenion 50.20 L3288 11
2014-01-11 Katerina’s Café 27.46 L7814 11
2014-01-11 Katerina’s Café 9.78 L3259 11
2014-01-11 Abila Zacharo 45.20 L9363 11
2014-01-11 Frydos Autosupply n’ More 261.00 L9363 11
2014-01-11 Albert’s Fine Clothing 105.33 L5224 11
2014-01-11 Katerina’s Café 45.22 L5224 11
2014-01-11 Ahaggo Museum 32.14 L7291 11
2014-01-11 Hippokampos 32.63 L7291 11
2014-01-11 Ahaggo Museum 89.32 L8566 11
2014-01-11 Hippokampos 63.21 L8566 11
2014-01-11 Guy’s Gyros 16.33 L9254 11
2014-01-12 Hippokampos 31.99 L5777 12
2014-01-12 Hippokampos 66.63 L7783 12
2014-01-12 Hippokampos 78.21 L3191 12
2014-01-12 Desafio Golf Course 160.77 L4164 12
2014-01-12 Hippokampos 63.32 L4164 12
2014-01-12 Ouzeri Elian 55.55 L6267 12
2014-01-12 Katerina’s Café 11.81 L1682 12
2014-01-12 Guy’s Gyros 34.41 L1485 12
2014-01-12 Hippokampos 29.41 L5947 12
2014-01-12 Kalami Kafenion 26.04 L5947 12
2014-01-12 Hippokampos 8.54 L6119 12
2014-01-12 Katerina’s Café 12.64 L6119 12
2014-01-12 Albert’s Fine Clothing 63.36 L3014 12
2014-01-12 Desafio Golf Course 198.46 L2070 12
2014-01-12 Hippokampos 26.79 L2070 12
2014-01-12 Ouzeri Elian 38.55 L2070 12
2014-01-12 Hippokampos 27.15 L4149 12
2014-01-12 Guy’s Gyros 42.32 L6544 12
2014-01-12 Hippokampos 12.57 L4424 12
2014-01-12 Katerina’s Café 27.09 L4424 12
2014-01-12 Ouzeri Elian 24.72 L5259 12
2014-01-12 Shoppers’ Delight 204.37 L5259 12
2014-01-12 Shoppers’ Delight 211.03 L3800 12
2014-01-12 Hippokampos 49.23 L3366 12
2014-01-12 Kronos Mart 159.06 L8148 12
2014-01-12 Shoppers’ Delight 86.22 L3572 12
2014-01-12 Guy’s Gyros 42.78 L2490 12
2014-01-12 Albert’s Fine Clothing 195.81 L9637 12
2014-01-12 Hippokampos 12.55 L9637 12
2014-01-12 Ouzeri Elian 72.32 L8012 12
2014-01-12 Shoppers’ Delight 135.78 L8012 12
2014-01-12 Gelatogalore 36.20 L3288 12
2014-01-12 Kalami Kafenion 14.59 L7814 12
2014-01-12 Katerina’s Café 15.37 L3259 12
2014-01-12 Katerina’s Café 34.10 L9362 12
2014-01-12 Katerina’s Café 67.14 L9362 12
2014-01-12 Shoppers’ Delight 51.50 L9362 12
2014-01-12 Ahaggo Museum 120.20 L9363 12
2014-01-12 Guy’s Gyros 34.74 L9363 12
2014-01-12 Hippokampos 52.21 L5224 12
2014-01-12 Ouzeri Elian 117.22 L5224 12
2014-01-12 Abila Zacharo 11.20 L7291 12
2014-01-12 Desafio Golf Course 129.33 L6886 12
2014-01-13 Hallowed Grounds 14.11 L5777 13
2014-01-13 Hippokampos 30.51 L5777 13
2014-01-13 Ouzeri Elian 28.75 L5777 13
2014-01-13 Bean There Done That 7.93 L7783 13
2014-01-13 Gelatogalore 36.93 L7783 13
2014-01-13 Hippokampos 31.59 L7783 13
2014-01-13 Abila Zacharo 11.99 L3191 13
2014-01-13 Bean There Done That 18.02 L3191 13
2014-01-13 Abila Zacharo 36.14 L4164 13
2014-01-13 Albert’s Fine Clothing 288.00 L4164 13
2014-01-13 Brewed Awakenings 12.69 L4164 13
2014-01-13 Jack’s Magical Beans 18.31 L6267 13
2014-01-13 Katerina’s Café 26.15 L6267 13
2014-01-13 Coffee Cameleon 4.88 L1682 13
2014-01-13 Hippokampos 35.73 L1682 13
2014-01-13 Abila Zacharo 36.32 L1485 13
2014-01-13 Brew’ve Been Served 12.80 L1485 13
2014-01-13 Shoppers’ Delight 216.43 L1485 13
2014-01-13 Brewed Awakenings 16.40 L5947 13
2014-01-13 Guy’s Gyros 27.49 L5947 13
2014-01-13 Hallowed Grounds 9.16 L6119 13
2014-01-13 Katerina’s Café 37.88 L6119 13
2014-01-13 Katerina’s Café 15.82 L6119 13
2014-01-13 Bean There Done That 19.56 L3014 13
2014-01-13 Ouzeri Elian 29.75 L3014 13
2014-01-13 Brewed Awakenings 16.25 L2070 13
2014-01-13 Gelatogalore 26.45 L2070 13
2014-01-13 Hippokampos 31.47 L2070 13
2014-01-13 Abila Zacharo 27.30 L4149 13
2014-01-13 Albert’s Fine Clothing 49.48 L4149 13
2014-01-13 Bean There Done That 5.54 L4149 13
2014-01-13 Guy’s Gyros 33.48 L6544 13
2014-01-13 Guy’s Gyros 37.50 L6544 13
2014-01-13 Hallowed Grounds 19.18 L6544 13
2014-01-13 Bean There Done That 10.37 L4424 13
2014-01-13 Katerina’s Café 8.29 L4424 13
2014-01-13 Katerina’s Café 27.59 L4424 13
2014-01-13 Abila Zacharo 17.41 L5259 13
2014-01-13 Brew’ve Been Served 6.69 L5259 13
2014-01-13 Guy’s Gyros 15.84 L5259 13
2014-01-13 Brew’ve Been Served 8.04 L3800 13
2014-01-13 Guy’s Gyros 36.89 L3800 13
2014-01-13 Hippokampos 31.97 L3800 13
2014-01-13 Bean There Done That 15.24 L5553 13
2014-01-13 Hippokampos 25.09 L5553 13
2014-01-13 Abila Zacharo 23.03 L3366 13
2014-01-13 Bean There Done That 18.59 L3366 13
2014-01-13 Abila Zacharo 39.95 L8148 13
2014-01-13 Brew’ve Been Served 4.18 L8148 13
2014-01-13 Carlyle Chemical Inc.  1718.96 L4063 13
2014-01-13 Abila Airport 3617.47 L4063 13
2014-01-13 Kronos Pipe and Irrigation 2852.74 L4063 13
2014-01-13 Maximum Iron and Steel 689.85 L4063 13
2014-01-13 Ouzeri Elian 19.82 L4063 13
2014-01-13 Brew’ve Been Served 11.49 L3572 13
2014-01-13 Guy’s Gyros 28.57 L3572 13
2014-01-13 Brew’ve Been Served 18.23 L2490 13
2014-01-13 Abila Airport 4417.03 L2769 13
2014-01-13 Abila Airport 2228.08 L2769 13
2014-01-13 Brew’ve Been Served 16.05 L2169 13
2014-01-13 Frydos Autosupply n’ More 87.57 L2169 13
2014-01-13 Hippokampos 17.17 L2169 13
2014-01-13 Nationwide Refinery 204.58 L9633 13
2014-01-13 Stewart and Sons Fabrication 4071.95 L9633 13
2014-01-13 Coffee Cameleon 17.76 L9637 13
2014-01-13 Guy’s Gyros 37.37 L9637 13
2014-01-13 Katerina’s Café 35.70 L9637 13
2014-01-13 Katerina’s Café 11.36 L8012 13
2014-01-13 Ouzeri Elian 8.32 L8012 13
2014-01-13 Abila Zacharo 64.50 L3288 13
2014-01-13 Jack’s Magical Beans 5.22 L3288 13
2014-01-13 Hallowed Grounds 13.68 L7814 13
2014-01-13 Katerina’s Café 24.26 L7814 13
2014-01-13 Hallowed Grounds 5.85 L3259 13
2014-01-13 Katerina’s Café 33.11 L3259 13
2014-01-13 Coffee Cameleon 19.93 L9362 13
2014-01-13 Katerina’s Café 29.55 L9362 13
2014-01-13 Katerina’s Café 29.83 L9362 13
2014-01-13 Guy’s Gyros 12.76 L9363 13
2014-01-13 Shoppers’ Delight 144.40 L9363 13
2014-01-13 Gelatogalore 32.83 L5224 13
2014-01-13 Hippokampos 39.63 L5224 13
2014-01-13 Jack’s Magical Beans 9.64 L5224 13
2014-01-13 Abila Zacharo 8.72 L7291 13
2014-01-13 Brew’ve Been Served 8.00 L7291 13
2014-01-13 Brew’ve Been Served 18.71 L8566 13
2014-01-13 Guy’s Gyros 20.47 L8566 13
2014-01-13 Ouzeri Elian 35.03 L8566 13
2014-01-13 Brew’ve Been Served 19.64 L9254 13
2014-01-13 Guy’s Gyros 22.34 L9254 13
2014-01-13 Hippokampos 39.90 L9254 13
2014-01-13 Guy’s Gyros 29.25 L6886 13
2014-01-13 Hippokampos 29.22 L6886 13
2014-01-13 Jack’s Magical Beans 17.52 L6886 13
2014-01-14 Kalami Kafenion 16.84 L5777 14
2014-01-14 Ouzeri Elian 15.94 L5777 14
2014-01-14 Bean There Done That 7.28 L7783 14
2014-01-14 Hippokampos 39.64 L7783 14
2014-01-14 Albert’s Fine Clothing 228.72 L3191 14
2014-01-14 Bean There Done That 19.37 L3191 14
2014-01-14 Kalami Kafenion 17.38 L3191 14
2014-01-14 Brewed Awakenings 17.14 L4164 14
2014-01-14 Jack’s Magical Beans 13.32 L6267 14
2014-01-14 Ouzeri Elian 11.86 L6267 14
2014-01-14 Coffee Cameleon 15.63 L1682 14
2014-01-14 Hippokampos 36.01 L1682 14
2014-01-14 Brew’ve Been Served 6.45 L1485 14
2014-01-14 Hippokampos 19.07 L1485 14
2014-01-14 Brewed Awakenings 8.30 L5947 14
2014-01-14 Chostus Hotel 109.54 L5947 14
2014-01-14 Hippokampos 22.13 L5947 14
2014-01-14 Hallowed Grounds 10.75 L6119 14
2014-01-14 Hippokampos 18.81 L6119 14
2014-01-14 Katerina’s Café 31.80 L6119 14
2014-01-14 Gelatogalore 10.98 L3014 14
2014-01-14 Hippokampos 10.71 L3014 14
2014-01-14 Brewed Awakenings 11.35 L2070 14
2014-01-14 Hippokampos 23.56 L2070 14
2014-01-14 Kalami Kafenion 15.15 L2070 14
2014-01-14 Bean There Done That 7.82 L4149 14
2014-01-14 Kalami Kafenion 15.27 L4149 14
2014-01-14 Guy’s Gyros 34.26 L6544 14
2014-01-14 Hallowed Grounds 13.00 L6544 14
2014-01-14 Ouzeri Elian 22.30 L6544 14
2014-01-14 Guy’s Gyros 16.35 L4424 14
2014-01-14 Hallowed Grounds 19.99 L4424 14
2014-01-14 Katerina’s Café 12.65 L4424 14
2014-01-14 Brew’ve Been Served 11.94 L5259 14
2014-01-14 Guy’s Gyros 25.28 L5259 14
2014-01-14 Katerina’s Café 33.54 L5259 14
2014-01-14 Brew’ve Been Served 8.24 L3800 14
2014-01-14 Gelatogalore 27.26 L3800 14
2014-01-14 Guy’s Gyros 12.96 L3800 14
2014-01-14 Guy’s Gyros 38.26 L5553 14
2014-01-14 Hallowed Grounds 10.21 L5553 14
2014-01-14 Katerina’s Café 18.35 L5553 14
2014-01-14 Bean There Done That 5.90 L3366 14
2014-01-14 Katerina’s Café 10.03 L3366 14
2014-01-14 Abila Zacharo 8.41 L8148 14
2014-01-14 Brew’ve Been Served 3.66 L8148 14
2014-01-14 Abila Airport 2369.56 L7761 14
2014-01-14 Nationwide Refinery 1301.01 L7761 14
2014-01-14 Stewart and Sons Fabrication 540.19 L7761 14
2014-01-14 Brew’ve Been Served 3.21 L3572 14
2014-01-14 Albert’s Fine Clothing 50.77 L2490 14
2014-01-14 Brew’ve Been Served 10.96 L2490 14
2014-01-14 Ouzeri Elian 27.32 L2490 14
2014-01-14 Abila Airport 228.41 L2769 14
2014-01-14 Abila Airport 4898.39 L2769 14
2014-01-14 Abila Zacharo 24.87 L2169 14
2014-01-14 Brewed Awakenings 12.74 L2169 14
2014-01-14 Frydos Autosupply n’ More 42.72 L2169 14
2014-01-14 Carlyle Chemical Inc.  3630.57 L5756 14
2014-01-14 Carlyle Chemical Inc.  794.88 L5756 14
2014-01-14 Carlyle Chemical Inc.  3470.99 L5756 14
2014-01-14 Nationwide Refinery 570.95 L5756 14
2014-01-14 Nationwide Refinery 965.72 L9633 14
2014-01-14 Stewart and Sons Fabrication 278.52 L9633 14
2014-01-14 Coffee Cameleon 7.84 L9637 14
2014-01-14 Abila Zacharo 10.24 L8012 14
2014-01-14 Hallowed Grounds 4.59 L8012 14
2014-01-14 Guy’s Gyros 50.40 L3288 14
2014-01-14 Jack’s Magical Beans 3.36 L3288 14
2014-01-14 Kalami Kafenion 23.10 L7814 14
2014-01-14 Katerina’s Café 11.89 L7814 14
2014-01-14 Abila Zacharo 15.26 L3259 14
2014-01-14 Brew’ve Been Served 16.53 L3259 14
2014-01-14 Roberts and Sons 203.81 L3259 14
2014-01-14 Coffee Cameleon 9.80 L9362 14
2014-01-14 Katerina’s Café 15.46 L9362 14
2014-01-14 Katerina’s Café 36.95 L9362 14
2014-01-14 Brew’ve Been Served 12.31 L9363 14
2014-01-14 Frydos Autosupply n’ More 146.74 L9363 14
2014-01-14 Hippokampos 17.18 L9363 14
2014-01-14 Abila Scrapyard 4277.40 L3317 14
2014-01-14 Abila Airport 3339.21 L3317 14
2014-01-14 Nationwide Refinery 4429.76 L3317 14
2014-01-14 Jack’s Magical Beans 15.70 L5224 14
2014-01-14 Katerina’s Café 29.12 L5224 14
2014-01-14 Brew’ve Been Served 5.87 L7291 14
2014-01-14 Chostus Hotel 113.08 L7291 14
2014-01-14 Brew’ve Been Served 4.72 L8566 14
2014-01-14 Guy’s Gyros 23.59 L8566 14
2014-01-14 Katerina’s Café 29.10 L8566 14
2014-01-14 Brew’ve Been Served 7.31 L9254 14
2014-01-14 Guy’s Gyros 26.14 L9254 14
2014-01-14 Katerina’s Café 20.95 L9254 14
2014-01-14 Gelatogalore 39.17 L6886 14
2014-01-14 Hippokampos 9.55 L6886 14
2014-01-14 Jack’s Magical Beans 18.08 L6886 14
2014-01-15 Hallowed Grounds 15.86 L5777 15
2014-01-15 Ouzeri Elian 24.81 L5777 15
2014-01-15 Ouzeri Elian 32.95 L5777 15
2014-01-15 Guy’s Gyros 14.37 L7783 15
2014-01-15 Abila Zacharo 8.83 L3191 15
2014-01-15 Bean There Done That 5.34 L3191 15
2014-01-15 Hippokampos 35.12 L3191 15
2014-01-15 Abila Zacharo 23.51 L4164 15
2014-01-15 Brewed Awakenings 15.75 L4164 15
2014-01-15 Hippokampos 13.00 L6267 15
2014-01-15 Ouzeri Elian 23.18 L6267 15
2014-01-15 Coffee Cameleon 5.49 L1682 15
2014-01-15 Katerina’s Café 13.77 L1682 15
2014-01-15 Ouzeri Elian 8.93 L1682 15
2014-01-15 Brew’ve Been Served 15.58 L1485 15
2014-01-15 Gelatogalore 31.21 L1485 15
2014-01-15 Guy’s Gyros 21.43 L1485 15
2014-01-15 Brewed Awakenings 11.62 L5947 15
2014-01-15 Frydos Autosupply n’ More 18.91 L5947 15
2014-01-15 Hippokampos 22.61 L5947 15
2014-01-15 Abila Zacharo 31.00 L6119 15
2014-01-15 Bean There Done That 13.13 L3014 15
2014-01-15 Hippokampos 32.40 L3014 15
2014-01-15 Hippokampos 16.37 L3014 15
2014-01-15 Brewed Awakenings 3.62 L2070 15
2014-01-15 Hippokampos 36.70 L2070 15
2014-01-15 Shoppers’ Delight 102.00 L2070 15
2014-01-15 Bean There Done That 18.96 L4149 15
2014-01-15 Hippokampos 10.35 L4149 15
2014-01-15 Ouzeri Elian 36.47 L4149 15
2014-01-15 Hallowed Grounds 12.17 L6544 15
2014-01-15 Kronos Mart 258.83 L6544 15
2014-01-15 Ouzeri Elian 22.86 L6544 15
2014-01-15 Kalami Kafenion 26.17 L4424 15
2014-01-15 Brew’ve Been Served 6.58 L5259 15
2014-01-15 Gelatogalore 39.40 L5259 15
2014-01-15 General Grocer 106.20 L5259 15
2014-01-15 Brew’ve Been Served 3.71 L3800 15
2014-01-15 Guy’s Gyros 25.58 L5553 15
2014-01-15 Hallowed Grounds 5.28 L5553 15
2014-01-15 Katerina’s Café 11.45 L5553 15
2014-01-15 Bean There Done That 15.24 L3366 15
2014-01-15 Hippokampos 21.14 L3366 15
2014-01-15 Kalami Kafenion 27.86 L3366 15
2014-01-15 Brew’ve Been Served 15.50 L8148 15
2014-01-15 Guy’s Gyros 36.35 L8148 15
2014-01-15 Brew’ve Been Served 11.23 L3572 15
2014-01-15 Guy’s Gyros 27.01 L3572 15
2014-01-15 Brew’ve Been Served 14.06 L2490 15
2014-01-15 Guy’s Gyros 18.04 L2490 15
2014-01-15 Ouzeri Elian 12.90 L2490 15
2014-01-15 Abila Airport 3152.41 L2769 15
2014-01-15 Abila Airport 875.87 L2769 15
2014-01-15 Brew’ve Been Served 9.70 L2169 15
2014-01-15 Guy’s Gyros 31.04 L2169 15
2014-01-15 Hippokampos 38.23 L2169 15
2014-01-15 Stewart and Sons Fabrication 4485.38 L5485 15
2014-01-15 Carlyle Chemical Inc.  3608.08 L5756 15
2014-01-15 Carlyle Chemical Inc.  1112.04 L5756 15
2014-01-15 Carlyle Chemical Inc.  1392.73 L5756 15
2014-01-15 Katerina’s Café 24.15 L5756 15
2014-01-15 Nationwide Refinery 3004.98 L5756 15
2014-01-15 Nationwide Refinery 1391.24 L9633 15
2014-01-15 Kronos Pipe and Irrigation 2564.00 L8477 15
2014-01-15 Maximum Iron and Steel 4788.22 L8477 15
2014-01-15 Coffee Cameleon 19.93 L9637 15
2014-01-15 Guy’s Gyros 15.89 L9637 15
2014-01-15 Katerina’s Café 12.12 L8012 15
2014-01-15 Katerina’s Café 39.63 L8012 15
2014-01-15 Jack’s Magical Beans 5.30 L3288 15
2014-01-15 Katerina’s Café 55.60 L3288 15
2014-01-15 Ouzeri Elian 28.86 L3288 15
2014-01-15 Abila Zacharo 24.53 L7814 15
2014-01-15 Hallowed Grounds 14.33 L7814 15
2014-01-15 Katerina’s Café 39.23 L7814 15
2014-01-15 Brew’ve Been Served 11.47 L3259 15
2014-01-15 Abila Zacharo 33.80 L9362 15
2014-01-15 Coffee Cameleon 14.47 L9362 15
2014-01-15 Katerina’s Café 27.48 L9362 15
2014-01-15 Brew’ve Been Served 18.58 L9363 15
2014-01-15 Kalami Kafenion 28.82 L9363 15
2014-01-15 Hippokampos 37.16 L5224 15
2014-01-15 Jack’s Magical Beans 4.06 L5224 15
2014-01-15 Kalami Kafenion 22.39 L5224 15
2014-01-15 Brew’ve Been Served 19.87 L7291 15
2014-01-15 Frydos Autosupply n’ More 235.27 L7291 15
2014-01-15 Hippokampos 38.89 L7291 15
2014-01-15 Brew’ve Been Served 4.92 L8566 15
2014-01-15 General Grocer 137.65 L8566 15
2014-01-15 Guy’s Gyros 19.80 L8566 15
2014-01-15 Guy’s Gyros 29.34 L9254 15
2014-01-15 Guy’s Gyros 28.75 L9254 15
2014-01-15 Gelatogalore 9.61 L6886 15
2014-01-15 General Grocer 83.11 L6886 15
2014-01-15 Jack’s Magical Beans 19.54 L6886 15
2014-01-16 Guy’s Gyros 10.27 L5777 16
2014-01-16 Hallowed Grounds 12.19 L5777 16
2014-01-16 Ouzeri Elian 9.91 L5777 16
2014-01-16 Bean There Done That 19.82 L7783 16
2014-01-16 Hippokampos 31.14 L7783 16
2014-01-16 Kronos Mart 286.24 L7783 16
2014-01-16 Bean There Done That 12.33 L3191 16
2014-01-16 Hippokampos 10.55 L3191 16
2014-01-16 Kalami Kafenion 31.38 L3191 16
2014-01-16 Hippokampos 20.84 L4164 16
2014-01-16 Katerina’s Café 27.82 L4164 16
2014-01-16 Hippokampos 36.17 L6267 16
2014-01-16 Jack’s Magical Beans 9.12 L6267 16
2014-01-16 Ouzeri Elian 23.89 L6267 16
2014-01-16 Coffee Cameleon 5.20 L1682 16
2014-01-16 Hippokampos 16.53 L1682 16
2014-01-16 Katerina’s Café 36.32 L1682 16
2014-01-16 Brew’ve Been Served 5.82 L1485 16
2014-01-16 Ouzeri Elian 12.47 L1485 16
2014-01-16 Brewed Awakenings 6.53 L5947 16
2014-01-16 Hippokampos 10.38 L5947 16
2014-01-16 Guy’s Gyros 31.48 L6119 16
2014-01-16 Hallowed Grounds 13.84 L6119 16
2014-01-16 Katerina’s Café 10.93 L6119 16
2014-01-16 Bean There Done That 5.56 L3014 16
2014-01-16 Guy’s Gyros 32.80 L3014 16
2014-01-16 Shoppers’ Delight 100.69 L3014 16
2014-01-16 Brewed Awakenings 6.39 L2070 16
2014-01-16 Hippokampos 17.66 L2070 16
2014-01-16 Hippokampos 14.89 L4149 16
2014-01-16 Hippokampos 29.13 L4149 16
2014-01-16 Guy’s Gyros 11.31 L6544 16
2014-01-16 Hallowed Grounds 18.20 L6544 16
2014-01-16 Frydos Autosupply n’ More 53.37 L4424 16
2014-01-16 Gelatogalore 32.40 L4424 16
2014-01-16 Hallowed Grounds 7.22 L4424 16
2014-01-16 Albert’s Fine Clothing 91.71 L5259 16
2014-01-16 Brew’ve Been Served 16.90 L5259 16
2014-01-16 Guy’s Gyros 29.70 L5259 16
2014-01-16 Brew’ve Been Served 7.31 L3800 16
2014-01-16 Guy’s Gyros 25.57 L3800 16
2014-01-16 Kalami Kafenion 8.86 L3800 16
2014-01-16 Hallowed Grounds 4.98 L5553 16
2014-01-16 Hippokampos 29.93 L5553 16
2014-01-16 Katerina’s Café 13.91 L5553 16
2014-01-16 Bean There Done That 17.40 L3366 16
2014-01-16 Hippokampos 34.00 L3366 16
2014-01-16 Kalami Kafenion 26.32 L3366 16
2014-01-16 Brew’ve Been Served 12.83 L8148 16
2014-01-16 Guy’s Gyros 13.48 L8148 16
2014-01-16 Guy’s Gyros 30.76 L8148 16
2014-01-16 Abila Airport 1676.53 L7761 16
2014-01-16 Nationwide Refinery 2047.28 L7761 16
2014-01-16 Stewart and Sons Fabrication 860.30 L7761 16
2014-01-16 Brew’ve Been Served 12.67 L3572 16
2014-01-16 Shoppers’ Delight 16.84 L3572 16
2014-01-16 Brew’ve Been Served 19.90 L2490 16
2014-01-16 Guy’s Gyros 8.31 L2490 16
2014-01-16 Katerina’s Café 34.02 L2490 16
2014-01-16 Abila Airport 3917.30 L2769 16
2014-01-16 Abila Airport 3032.97 L2769 16
2014-01-16 Brew’ve Been Served 17.44 L2169 16
2014-01-16 Gelatogalore 10.62 L2169 16
2014-01-16 Roberts and Sons 155.76 L2169 16
2014-01-16 Carlyle Chemical Inc.  419.93 L5756 16
2014-01-16 Carlyle Chemical Inc.  1814.24 L5756 16
2014-01-16 Katerina’s Café 34.90 L5756 16
2014-01-16 Nationwide Refinery 4742.67 L5756 16
2014-01-16 Nationwide Refinery 1494.44 L9633 16
2014-01-16 Stewart and Sons Fabrication 4543.31 L9633 16
2014-01-16 Katerina’s Café 19.44 L9637 16
2014-01-16 Abila Zacharo 64.71 L3288 16
2014-01-16 Jack’s Magical Beans 14.86 L3288 16
2014-01-16 Ouzeri Elian 29.99 L3288 16
2014-01-16 Hallowed Grounds 17.74 L7814 16
2014-01-16 Kalami Kafenion 11.83 L7814 16
2014-01-16 Katerina’s Café 34.58 L7814 16
2014-01-16 Gelatogalore 22.19 L3259 16
2014-01-16 Hallowed Grounds 12.61 L3259 16
2014-01-16 Katerina’s Café 10.84 L3259 16
2014-01-16 Abila Zacharo 31.31 L9362 16
2014-01-16 Coffee Cameleon 7.19 L9362 16
2014-01-16 Katerina’s Café 14.34 L9362 16
2014-01-16 Abila Zacharo 8.43 L9363 16
2014-01-16 Guy’s Gyros 28.27 L9363 16
2014-01-16 Abila Scrapyard 1897.05 L3317 16
2014-01-16 Abila Airport 3138.98 L3317 16
2014-01-16 Jack’s Magical Beans 12.56 L5224 16
2014-01-16 Guy’s Gyros 31.31 L7291 16
2014-01-16 Katerina’s Café 11.08 L7291 16
2014-01-16 Brew’ve Been Served 4.70 L8566 16
2014-01-16 Guy’s Gyros 37.80 L8566 16
2014-01-16 Brew’ve Been Served 8.18 L9254 16
2014-01-16 Hippokampos 18.18 L9254 16
2014-01-16 Roberts and Sons 240.66 L9254 16
2014-01-16 Gelatogalore 12.33 L6886 16
2014-01-16 Jack’s Magical Beans 6.95 L6886 16
2014-01-17 Hallowed Grounds 9.40 L5777 17
2014-01-17 Ouzeri Elian 35.81 L5777 17
2014-01-17 Bean There Done That 19.67 L7783 17
2014-01-17 Bean There Done That 8.21 L3191 17
2014-01-17 Gelatogalore 23.23 L3191 17
2014-01-17 Hippokampos 12.86 L3191 17
2014-01-17 Brewed Awakenings 8.16 L4164 17
2014-01-17 Guy’s Gyros 8.64 L4164 17
2014-01-17 Hippokampos 11.93 L4164 17
2014-01-17 Jack’s Magical Beans 7.57 L6267 17
2014-01-17 Ouzeri Elian 38.60 L6267 17
2014-01-17 Coffee Cameleon 6.81 L1682 17
2014-01-17 Kalami Kafenion 140.78 L1682 17
2014-01-17 Katerina’s Café 19.09 L1682 17
2014-01-17 Brew’ve Been Served 3.09 L1485 17
2014-01-17 Guy’s Gyros 39.14 L1485 17
2014-01-17 Guy’s Gyros 8.54 L1485 17
2014-01-17 Brewed Awakenings 8.69 L5947 17
2014-01-17 Chostus Hotel 119.62 L5947 17
2014-01-17 Hippokampos 8.92 L5947 17
2014-01-17 Hallowed Grounds 14.58 L6119 17
2014-01-17 Katerina’s Café 32.13 L6119 17
2014-01-17 Bean There Done That 19.56 L3014 17
2014-01-17 Hippokampos 10.14 L3014 17
2014-01-17 Abila Zacharo 8.78 L2070 17
2014-01-17 Brewed Awakenings 6.00 L2070 17
2014-01-17 Hippokampos 14.93 L2070 17
2014-01-17 Albert’s Fine Clothing 1239.41 L4149 17
2014-01-17 Bean There Done That 18.72 L4149 17
2014-01-17 Katerina’s Café 13.11 L4149 17
2014-01-17 General Grocer 78.03 L6544 17
2014-01-17 Kalami Kafenion 27.73 L6544 17
2014-01-17 Hallowed Grounds 18.60 L4424 17
2014-01-17 Kalami Kafenion 20.02 L4424 17
2014-01-17 Brew’ve Been Served 15.46 L5259 17
2014-01-17 Gelatogalore 34.59 L5259 17
2014-01-17 Guy’s Gyros 8.31 L5259 17
2014-01-17 Brew’ve Been Served 12.56 L3800 17
2014-01-17 Shoppers’ Delight 155.01 L3800 17
2014-01-17 Hallowed Grounds 15.98 L5553 17
2014-01-17 Hippokampos 28.35 L5553 17
2014-01-17 Abila Zacharo 21.21 L3366 17
2014-01-17 Bean There Done That 5.77 L3366 17
2014-01-17 Coffee Cameleon 9.16 L8148 17
2014-01-17 Guy’s Gyros 19.68 L8148 17
2014-01-17 Hippokampos 15.77 L8148 17
2014-01-17 Brew’ve Been Served 11.04 L3572 17
2014-01-17 Shoppers’ Delight 269.33 L3572 17
2014-01-17 Brew’ve Been Served 13.66 L2490 17
2014-01-17 Guy’s Gyros 22.18 L2490 17
2014-01-17 Guy’s Gyros 37.55 L2490 17
2014-01-17 Guy’s Gyros 15.40 L2169 17
2014-01-17 Katerina’s Café 35.52 L2169 17
2014-01-17 Stewart and Sons Fabrication 1753.17 L9633 17
2014-01-17 Abila Zacharo 14.51 L9637 17
2014-01-17 Coffee Cameleon 14.57 L9637 17
2014-01-17 Katerina’s Café 38.21 L9637 17
2014-01-17 Hallowed Grounds 3.25 L8012 17
2014-01-17 Katerina’s Café 21.22 L8012 17
2014-01-17 Hippokampos 52.31 L3288 17
2014-01-17 Jack’s Magical Beans 19.11 L3288 17
2014-01-17 Ouzeri Elian 10.21 L3288 17
2014-01-17 Gelatogalore 21.62 L7814 17
2014-01-17 Hallowed Grounds 18.22 L7814 17
2014-01-17 Katerina’s Café 22.18 L7814 17
2014-01-17 Brew’ve Been Served 16.62 L3259 17
2014-01-17 Katerina’s Café 27.49 L3259 17
2014-01-17 Coffee Cameleon 10.27 L9362 17
2014-01-17 Katerina’s Café 21.01 L9362 17
2014-01-17 Brew’ve Been Served 5.29 L9363 17
2014-01-17 Guy’s Gyros 16.83 L9363 17
2014-01-17 Abila Zacharo 15.95 L2459 17
2014-01-17 Hallowed Grounds 9.72 L2459 17
2014-01-17 Gelatogalore 15.84 L5224 17
2014-01-17 Brew’ve Been Served 12.30 L7291 17
2014-01-17 Chostus Hotel 114.22 L7291 17
2014-01-17 Guy’s Gyros 29.71 L7291 17
2014-01-17 Brew’ve Been Served 19.39 L8566 17
2014-01-17 Guy’s Gyros 35.10 L8566 17
2014-01-17 Hippokampos 14.57 L8566 17
2014-01-17 Abila Zacharo 39.67 L9254 17
2014-01-17 Brew’ve Been Served 10.52 L9254 17
2014-01-17 Hippokampos 38.19 L6886 17
2014-01-17 Kalami Kafenion 25.32 L6886 17
2014-01-18 Abila Zacharo 16.59 L5777 18
2014-01-18 Kronos Mart 194.51 L5777 18
2014-01-18 Ouzeri Elian 21.56 L5777 18
2014-01-18 Hippokampos 72.50 L7783 18
2014-01-18 Frank’s Fuel 52.66 L3191 18
2014-01-18 Kalami Kafenion 11.14 L3191 18
2014-01-18 Katerina’s Café 96.36 L4164 18
2014-01-18 Ouzeri Elian 57.63 L6267 18
2014-01-18 Abila Zacharo 18.45 L1682 18
2014-01-18 Roberts and Sons 62.47 L1682 18
2014-01-18 Kalami Kafenion 10.48 L1485 18
2014-01-18 Katerina’s Café 9.72 L1485 18
2014-01-18 Abila Zacharo 73.25 L5947 18
2014-01-18 Roberts and Sons 239.65 L5947 18
2014-01-18 Katerina’s Café 8.14 L6119 18
2014-01-18 Frydos Autosupply n’ More 103.55 L3014 18
2014-01-18 Hippokampos 20.11 L3014 18
2014-01-18 Hippokampos 63.21 L2070 18
2014-01-18 Kalami Kafenion 42.36 L2070 18
2014-01-18 Kronos Mart 150.36 L2070 18
2014-01-18 Kalami Kafenion 24.14 L4149 18
2014-01-18 Frydos Autosupply n’ More 281.54 L4424 18
2014-01-18 Guy’s Gyros 27.40 L4424 18
2014-01-18 Katerina’s Café 22.74 L4424 18
2014-01-18 Katerina’s Café 37.21 L5259 18
2014-01-18 Ahaggo Museum 120.20 L3800 18
2014-01-18 Guy’s Gyros 31.48 L3800 18
2014-01-18 Guy’s Gyros 47.89 L5553 18
2014-01-18 Roberts and Sons 266.69 L5553 18
2014-01-18 Albert’s Fine Clothing 35.66 L3366 18
2014-01-18 Hippokampos 27.21 L3366 18
2014-01-18 Ouzeri Elian 33.57 L3366 18
2014-01-18 Guy’s Gyros 39.68 L2490 18
2014-01-18 Katerina’s Café 19.30 L2490 18
2014-01-18 Kronos Mart 87.66 L2490 18
2014-01-18 Katerina’s Café 33.41 L2169 18
2014-01-18 Katerina’s Café 33.63 L8012 18
2014-01-18 Ahaggo Museum 55.55 L3288 18
2014-01-18 Hippokampos 49.21 L3288 18
2014-01-18 General Grocer 477.60 L9362 18
2014-01-18 Katerina’s Café 76.10 L9362 18
2014-01-18 Ouzeri Elian 53.36 L9362 18
2014-01-18 General Grocer 108.49 L9363 18
2014-01-18 Kalami Kafenion 53.36 L9363 18
2014-01-18 Chostus Hotel 600.00 L2459 18
2014-01-18 Katerina’s Café 14.22 L2459 18
2014-01-18 Abila Zacharo 111.93 L5224 18
2014-01-18 Albert’s Fine Clothing 226.49 L5224 18
2014-01-18 Shoppers’ Delight 258.33 L5224 18
2014-01-18 Abila Zacharo 21.29 L8566 18
2014-01-18 Katerina’s Café 19.31 L9254 18
2014-01-18 Frydos Autosupply n’ More 120.67 L6886 18
2014-01-18 Hippokampos 53.21 L6886 18
2014-01-18 Kalami Kafenion 38.91 L6886 18
2014-01-19 Hippokampos 78.96 L7783 19
2014-01-19 Hippokampos 101.25 L3191 19
2014-01-19 Desafio Golf Course 145.72 L4164 19
2014-01-19 Ouzeri Elian 67.98 L6267 19
2014-01-19 Guy’s Gyros 20.94 L1485 19
2014-01-19 Albert’s Fine Clothing 254.29 L5947 19
2014-01-19 Katerina’s Café 34.03 L6119 19
2014-01-19 Hippokampos 11.56 L3014 19
2014-01-19 Desafio Golf Course 190.91 L2070 19
2014-01-19 Hippokampos 48.23 L2070 19
2014-01-19 Guy’s Gyros 36.87 L6544 19
2014-01-19 Katerina’s Café 33.79 L4424 19
2014-01-19 Guy’s Gyros 65.21 L3800 19
2014-01-19 Ouzeri Elian 45.32 L3800 19
2014-01-19 Katerina’s Café 38.90 L5553 19
2014-01-19 Gelatogalore 22.36 L3366 19
2014-01-19 General Grocer 70.22 L3366 19
2014-01-19 Hippokampos 46.32 L3366 19
2014-01-19 Guy’s Gyros 40.36 L8148 19
2014-01-19 Frydos Autosupply n’ More 56.09 L2490 19
2014-01-19 Guy’s Gyros 58.35 L2490 19
2014-01-19 Ouzeri Elian 23.65 L2490 19
2014-01-19 Guy’s Gyros 31.94 L2169 19
2014-01-19 Katerina’s Café 26.76 L2169 19
2014-01-19 Albert’s Fine Clothing 274.66 L9637 19
2014-01-19 Shoppers’ Delight 30.39 L9637 19
2014-01-19 Ahaggo Museum 26.91 L3288 19
2014-01-19 Guy’s Gyros 23.21 L3288 19
2014-01-19 Frydos Autosupply n’ More 98.04 L3259 19
2014-01-19 Katerina’s Café 12.25 L9362 19
2014-01-19 Abila Zacharo 47.80 L9363 19
2014-01-19 Guy’s Gyros 39.60 L9363 19
2014-01-19 Desafio Golf Course 148.22 L2459 19
2014-01-19 Guy’s Gyros 25.79 L2459 19
2014-01-19 Desafio Golf Course 150.07 L5224 19
2014-01-19 Hippokampos 45.32 L5224 19
2014-01-19 Guy’s Gyros 37.48 L7291 19
2014-01-19 Frydos Autosupply n’ More 209.76 L8566 19
2014-01-19 Katerina’s Café 70.22 L8566 19
2014-01-19 Guy’s Gyros 18.08 L9254 19
2014-01-19 Katerina’s Café 35.01 L9254 19
2014-01-19 Desafio Golf Course 110.02 L6886 19
2014-01-19 Hippokampos 63.17 L6886 19